{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import utils\n",
    "import numpy as np\n",
    "from tqdm import tqdm\n",
    "import datetime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 数据获取\n",
    "df = utils.get_data(symbol='510300', save=False)\n",
    "df = df.sort_values(['datetime'], ascending=True)\n",
    "df = df.reset_index(drop=True)\n",
    "df['pre_close'] = df['close'].shift(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# df.drop('value', axis=1,inplace=True)\n",
    "df.dropna(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "for day in [3, 5, 10, 13, 20, 30]:\n",
    "    df['ma'+str(day)] = df.close.rolling(day).mean()\n",
    "    \n",
    "col = ['ma3', 'ma10', 'ma20', 'ma30']\n",
    "tmp_df2 = df[col].shift(1)\n",
    "tmp_df3 = df[col].shift(2)\n",
    "for tmp_col in col:\n",
    "    df[tmp_col + '_trend'] = 0\n",
    "    df['rate1'] = (tmp_df2[tmp_col] - tmp_df3[tmp_col]) / (tmp_df3[tmp_col] + 0.00001)\n",
    "    df['rate2'] = (df[tmp_col] - tmp_df2[tmp_col]) / (tmp_df2[tmp_col] + 0.00001)\n",
    "    idx = (df['rate1'] > 0.00002) \n",
    "    df.loc[idx, tmp_col + '_trend'] = 1 # 趋势向上\n",
    "\n",
    "    idx = (df['rate1'] < -0.00002) \n",
    "    df.loc[idx, tmp_col + '_trend'] = 2 # 趋势向下    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 根据大盘指数来得到仓位设置\n",
    "t = datetime.datetime.now()\n",
    "today = int(str(t.year)+str(t.month).zfill(2)+str(t.day).zfill(2))\n",
    "score_list_index, date_list = utils.comput_space(enddate=today)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['year'] = df['year'].astype(int)\n",
    "df['month'] = df['month'].astype(int)\n",
    "df['day'] = df['day'].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>vol</th>\n",
       "      <th>amount</th>\n",
       "      <th>year</th>\n",
       "      <th>month</th>\n",
       "      <th>day</th>\n",
       "      <th>hour</th>\n",
       "      <th>...</th>\n",
       "      <th>ma10</th>\n",
       "      <th>ma13</th>\n",
       "      <th>ma20</th>\n",
       "      <th>ma30</th>\n",
       "      <th>ma3_trend</th>\n",
       "      <th>rate1</th>\n",
       "      <th>rate2</th>\n",
       "      <th>ma10_trend</th>\n",
       "      <th>ma20_trend</th>\n",
       "      <th>ma30_trend</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3.864</td>\n",
       "      <td>3.848</td>\n",
       "      <td>3.864</td>\n",
       "      <td>3.834</td>\n",
       "      <td>8613700.0</td>\n",
       "      <td>33151096.0</td>\n",
       "      <td>2018</td>\n",
       "      <td>3</td>\n",
       "      <td>26</td>\n",
       "      <td>9</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3.849</td>\n",
       "      <td>3.861</td>\n",
       "      <td>3.864</td>\n",
       "      <td>3.849</td>\n",
       "      <td>3010800.0</td>\n",
       "      <td>11603104.0</td>\n",
       "      <td>2018</td>\n",
       "      <td>3</td>\n",
       "      <td>26</td>\n",
       "      <td>9</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.861</td>\n",
       "      <td>3.866</td>\n",
       "      <td>3.866</td>\n",
       "      <td>3.860</td>\n",
       "      <td>4215800.0</td>\n",
       "      <td>16289184.0</td>\n",
       "      <td>2018</td>\n",
       "      <td>3</td>\n",
       "      <td>26</td>\n",
       "      <td>9</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3.866</td>\n",
       "      <td>3.881</td>\n",
       "      <td>3.886</td>\n",
       "      <td>3.865</td>\n",
       "      <td>4829600.0</td>\n",
       "      <td>18718456.0</td>\n",
       "      <td>2018</td>\n",
       "      <td>3</td>\n",
       "      <td>26</td>\n",
       "      <td>9</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>3.881</td>\n",
       "      <td>3.882</td>\n",
       "      <td>3.885</td>\n",
       "      <td>3.878</td>\n",
       "      <td>3524200.0</td>\n",
       "      <td>13680840.0</td>\n",
       "      <td>2018</td>\n",
       "      <td>3</td>\n",
       "      <td>26</td>\n",
       "      <td>10</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    open  close   high    low        vol      amount  year  month  day  hour  \\\n",
       "1  3.864  3.848  3.864  3.834  8613700.0  33151096.0  2018      3   26     9   \n",
       "2  3.849  3.861  3.864  3.849  3010800.0  11603104.0  2018      3   26     9   \n",
       "3  3.861  3.866  3.866  3.860  4215800.0  16289184.0  2018      3   26     9   \n",
       "4  3.866  3.881  3.886  3.865  4829600.0  18718456.0  2018      3   26     9   \n",
       "5  3.881  3.882  3.885  3.878  3524200.0  13680840.0  2018      3   26    10   \n",
       "\n",
       "   ...  ma10 ma13  ma20  ma30  ma3_trend  rate1  rate2  ma10_trend  \\\n",
       "1  ...   NaN  NaN   NaN   NaN          0    NaN    NaN           0   \n",
       "2  ...   NaN  NaN   NaN   NaN          0    NaN    NaN           0   \n",
       "3  ...   NaN  NaN   NaN   NaN          0    NaN    NaN           0   \n",
       "4  ...   NaN  NaN   NaN   NaN          0    NaN    NaN           0   \n",
       "5  ...   NaN  NaN   NaN   NaN          1    NaN    NaN           0   \n",
       "\n",
       "   ma20_trend  ma30_trend  \n",
       "1           0           0  \n",
       "2           0           0  \n",
       "3           0           0  \n",
       "4           0           0  \n",
       "5           0           0  \n",
       "\n",
       "[5 rows x 25 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def print_info(hold_money, hold_market_value, index_df, i, kind, add_num):\n",
    "    trade_date = index_df['datetime'][i]\n",
    "    info = str(trade_date)\n",
    "    if index_df['close'][i] > index_df['pre_close'][i]:\n",
    "        info += ', 上涨，股价：' + str(index_df['close'][i])\n",
    "    else:\n",
    "        info += ', 下跌，股价：' + str(index_df['close'][i])\n",
    "        \n",
    "    if kind == 1:\n",
    "        info += ', 加仓' + str(add_num) \n",
    "    \n",
    "    elif kind == 2:\n",
    "        info += ', 减仓' + str(add_num) \n",
    "    \n",
    "    info += ',持有现金：'+str(round(hold_money,2))+',持有市值：'+\\\n",
    "    str(round(hold_market_value,2))+',总市值：'+str(round(hold_money+hold_market_value,2))\n",
    "    print(info)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.iloc[10730:].reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 有做T策略"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "# 一些参数初始化\n",
    "money_init = 100000\n",
    "hold_money = money_init #当前持有现金\n",
    "hold_market_value = 0 # 当前股票市值\n",
    "hold_market_value_list = [] # 每日持有的股票市值\n",
    "hold_money_list = [] # 每日持有现金\n",
    "all_value_list = [] # 总市值\n",
    "hold_num = 0 # 持仓（手）\n",
    "space = 0 # 目前仓位\n",
    "today_sell_num = 0 # 当日可卖出手数\n",
    "daylist = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2019-02-26 15:00, 上涨，股价：3.69, 加仓271.0,持有现金：-9.0,持有市值：99999.0,总市值：99990.0\n",
      "2019-03-08 15:00, 上涨，股价：3.661, 减仓108.0,持有现金：39525.85,持有市值：59674.3,总市值：99200.15\n",
      "2019-03-11 10:50, 上涨，股价：3.678, 加仓107.0,持有现金：167.31,持有市值：99306.0,总市值：99473.31\n",
      "2019-03-11 14:15, 上涨，股价：3.681, 减仓108.0,持有现金：39918.14,持有市值：59632.2,总市值：99550.34\n",
      "2019-03-11 15:00, 下跌，股价：3.71, 加仓80.0,持有现金：10235.17,持有市值：89782.0,总市值：100017.17\n",
      "2019-03-12 13:55, 下跌，股价：3.744, 减仓27.0,持有现金：20342.96,持有市值：80496.0,总市值：100838.96\n",
      "2019-03-12 15:00, 上涨，股价：3.735, 加仓54.0,持有现金：171.94,持有市值：100471.5,总市值：100643.44\n",
      "2019-03-13 15:00, 上涨，股价：3.713, 减仓134.0,持有现金：49921.16,持有市值：50125.5,总市值：100046.66\n",
      "2019-03-14 09:55, 下跌，股价：3.725, 加仓133.0,持有现金：373.71,持有市值：99830.0,总市值：100203.71\n",
      "2019-03-14 10:25, 下跌，股价：3.721, 减仓134.0,持有现金：50230.12,持有市值：49861.4,总市值：100091.52\n",
      "2019-03-14 15:00, 上涨，股价：3.686, 加仓81.0,持有现金：20370.54,持有市值：79249.0,总市值：99619.54\n",
      "2019-03-15 09:40, 上涨，股价：3.72, 加仓54.0,持有现金：280.53,持有市值：100068.0,总市值：100348.53\n",
      "2019-03-15 13:25, 上涨，股价：3.727, 减仓54.0,持有现金：20404.32,持有市值：80130.5,总市值：100534.82\n",
      "2019-03-15 15:00, 上涨，股价：3.735, 加仓27.0,持有现金：10318.81,持有市值：90387.0,总市值：100705.81\n",
      "2019-03-18 09:40, 下跌，股价：3.73, 减仓27.0,持有现金：20388.8,持有市值：80195.0,总市值：100583.8\n",
      "2019-03-18 09:45, 上涨，股价：3.732, 加仓27.0,持有现金：10311.39,持有市值：90314.4,总市值：100625.79\n",
      "2019-03-18 15:00, 上涨，股价：3.85, 加仓26.0,持有现金：300.39,持有市值：103180.0,总市值：103480.39\n",
      "2019-03-20 15:00, 下跌，股价：3.822, 减仓27.0,持有现金：10618.76,持有市值：92110.2,总市值：102728.96\n",
      "2019-03-21 11:10, 上涨，股价：3.818, 减仓27.0,持有现金：20926.33,持有市值：81705.2,总市值：102631.53\n",
      "2019-03-21 13:10, 下跌，股价：3.839, 加仓27.0,持有现金：10559.99,持有市值：92519.9,总市值：103079.89\n",
      "2019-03-21 15:00, 上涨，股价：3.824, 加仓27.0,持有现金：234.16,持有市值：102483.2,总市值：102717.36\n",
      "2019-03-22 15:00, 上涨，股价：3.829, 减仓27.0,持有现金：10571.43,持有市值：92278.9,总市值：102850.33\n",
      "2019-03-25 09:40, 下跌，股价：3.762, 减仓27.0,持有现金：20727.81,持有市值：80506.8,总市值：101234.61\n",
      "2019-03-25 15:00, 上涨，股价：3.734, 减仓27.0,持有现金：30808.6,持有市值：69825.8,总市值：100634.4\n",
      "2019-03-26 15:00, 上涨，股价：3.695, 减仓107.0,持有现金：70341.15,持有市值：29560.0,总市值：99901.15\n",
      "2019-03-27 09:50, 下跌，股价：3.714, 加仓81.0,持有现金：40254.74,持有市值：59795.4,总市值：100050.14\n",
      "2019-03-27 13:40, 下跌，股价：3.721, 减仓80.0,持有现金：70019.76,持有市值：30140.1,总市值：100159.86\n",
      "2019-03-27 15:00, 下跌，股价：3.727, 加仓26.0,持有现金：60328.6,持有市值：39878.9,总市值：100207.5\n",
      "2019-03-28 10:25, 上涨，股价：3.727, 加仓107.0,持有现金：20445.71,持有市值：79757.8,总市值：100203.51\n",
      "2019-03-28 14:00, 下跌，股价：3.723, 减仓107.0,持有现金：60277.82,持有市值：39836.1,总市值：100113.92\n",
      "2019-03-29 09:40, 上涨，股价：3.749, 加仓80.0,持有现金：30282.82,持有市值：70106.3,总市值：100389.12\n",
      "2019-03-29 15:00, 上涨，股价：3.869, 加仓78.0,持有现金：101.61,持有市值：102528.5,总市值：102630.11\n",
      "2019-04-11 15:00, 上涨，股价：3.996, 减仓26.0,持有现金：10490.17,持有市值：95504.4,总市值：105994.57\n",
      "2019-04-12 14:35, 上涨，股价：3.987, 加仓26.0,持有现金：122.93,持有市值：105655.5,总市值：105778.43\n",
      "2019-04-12 15:00, 上涨，股价：3.982, 减仓80.0,持有现金：31975.75,持有市值：73667.0,总市值：105642.75\n",
      "2019-04-15 11:30, 下跌，股价：4.022, 减仓79.0,持有现金：63746.37,持有市值：42633.2,总市值：106379.57\n",
      "2019-04-15 15:00, 下跌，股价：3.957, 加仓80.0,持有现金：32087.2,持有市值：73600.2,总市值：105687.4\n",
      "2019-04-16 10:55, 上涨，股价：3.982, 加仓80.0,持有现金：228.02,持有市值：105921.2,总市值：106149.22\n",
      "2019-04-22 15:00, 下跌，股价：4.017, 减仓106.0,持有现金：42803.96,持有市值：64272.0,总市值：107075.96\n",
      "2019-04-23 13:10, 下跌，股价：4.013, 加仓106.0,持有现金：261.91,持有市值：106745.8,总市值：107007.71\n",
      "2019-04-23 14:50, 下跌，股价：4.006, 减仓106.0,持有现金：42721.26,持有市值：64096.0,总市值：106817.26\n",
      "2019-04-23 15:00, 下跌，股价：4.01, 减仓27.0,持有现金：53547.18,持有市值：53333.0,总市值：106880.18\n",
      "2019-04-24 13:30, 上涨，股价：4.01, 加仓133.0,持有现金：208.84,持有市值：106666.0,总市值：106874.84\n",
      "2019-04-24 15:00, 下跌，股价：4.016, 减仓106.0,持有现金：42774.19,持有市值：64256.0,总市值：107030.19\n",
      "2019-04-25 09:45, 上涨，股价：3.992, 减仓107.0,持有现金：85484.31,持有市值：21157.6,总市值：106641.91\n",
      "2019-04-25 15:00, 下跌，股价：3.933, 减仓26.0,持有现金：95709.09,持有市值：10619.1,总市值：106328.19\n",
      "2019-04-26 13:30, 上涨，股价：3.93, 加仓26.0,持有现金：85490.07,持有市值：20829.0,总市值：106319.07\n",
      "2019-04-26 14:00, 下跌，股价：3.891, 减仓26.0,持有现金：95605.66,持有市值：10505.7,总市值：106111.36\n",
      "2019-04-26 15:00, 下跌，股价：3.879, 减仓1.0,持有现金：95993.52,持有市值：10085.4,总市值：106078.92\n",
      "2019-04-29 15:00, 上涨，股价：3.894, 减仓26.0,持有现金：106116.91,持有市值：0.0,总市值：106116.91\n",
      "2019-04-30 15:00, 上涨，股价：3.896, 加仓27.0,持有现金：95596.66,持有市值：10519.2,总市值：106115.86\n",
      "2019-05-06 14:40, 上涨，股价：3.677, 加仓28.0,持有现金：85300.03,持有市值：20223.5,总市值：105523.53\n",
      "2019-05-06 15:00, 下跌，股价：3.673, 减仓27.0,持有现金：95216.13,持有市值：10284.4,总市值：105500.53\n",
      "2019-05-07 15:00, 下跌，股价：3.707, 减仓28.0,持有现金：105594.7,持有市值：0.0,总市值：105594.7\n",
      "2019-05-10 15:00, 下跌，股价：3.72, 加仓84.0,持有现金：74343.57,持有市值：31248.0,总市值：105591.57\n",
      "2019-05-13 09:50, 上涨，股价：3.679, 减仓84.0,持有现金：105244.08,持有市值：0.0,总市值：105244.08\n",
      "2019-05-13 15:00, 下跌，股价：3.652, 加仓28.0,持有现金：95017.46,持有市值：10225.6,总市值：105243.06\n",
      "2019-05-14 10:20, 上涨，股价：3.668, 加仓28.0,持有现金：84746.03,持有市值：20540.8,总市值：105286.83\n",
      "2019-05-14 11:10, 下跌，股价：3.646, 减仓28.0,持有现金：94953.81,持有市值：10208.8,总市值：105162.61\n",
      "2019-05-15 15:00, 下跌，股价：3.712, 加仓141.0,持有现金：42609.38,持有市值：62732.8,总市值：105342.18\n",
      "2019-05-16 09:50, 下跌，股价：3.706, 减仓113.0,持有现金：84482.99,持有市值：20753.6,总市值：105236.59\n",
      "2019-05-16 10:35, 上涨，股价：3.719, 加仓113.0,持有现金：42454.09,持有市值：62851.1,总市值：105305.19\n",
      "2019-05-16 15:00, 下跌，股价：3.73, 减仓56.0,持有现金：63340.0,持有市值：42149.0,总市值：105489.0\n",
      "2019-05-17 09:50, 下跌，股价：3.719, 减仓85.0,持有现金：94948.34,持有市值：10413.2,总市值：105361.54\n",
      "2019-05-20 14:55, 上涨，股价：3.606, 加仓29.0,持有现金：84489.89,持有市值：20554.2,总市值：105044.09\n",
      "2019-05-20 15:00, 下跌，股价：3.606, 减仓28.0,持有现金：94585.68,持有市值：10457.4,总市值：105043.08\n",
      "2019-05-21 15:00, 上涨，股价：3.651, 加仓86.0,持有现金：63183.94,持有市值：41986.5,总市值：105170.44\n",
      "2019-05-22 10:20, 下跌，股价：3.654, 加仓115.0,持有现金：21158.74,持有市值：84042.0,总市值：105200.74\n",
      "2019-05-22 10:45, 下跌，股价：3.644, 减仓115.0,持有现金：63060.55,持有市值：41906.0,总市值：104966.55\n",
      "2019-05-23 15:00, 上涨，股价：3.584, 减仓86.0,持有现金：93879.87,持有市值：10393.6,总市值：104273.47\n",
      "2019-05-24 09:45, 下跌，股价：3.615, 加仓28.0,持有现金：83756.85,持有市值：20605.5,总市值：104362.35\n",
      "2019-05-24 10:25, 下跌，股价：3.585, 减仓28.0,持有现金：93793.85,持有市值：10396.5,总市值：104190.35\n",
      "2019-05-27 09:35, 下跌，股价：3.57, 减仓29.0,持有现金：104145.81,持有市值：0.0,总市值：104145.81\n",
      "2019-05-27 13:05, 上涨，股价：3.596, 加仓28.0,持有现金：94076.01,持有市值：10068.8,总市值：104144.81\n",
      "2019-05-27 15:00, 上涨，股价：3.633, 加仓86.0,持有现金：62829.08,持有市值：41416.2,总市值：104245.28\n",
      "2019-05-28 14:00, 下跌，股价：3.661, 减仓114.0,持有现金：104560.31,持有市值：0.0,总市值：104560.31\n",
      "2019-05-28 15:00, 上涨，股价：3.65, 加仓114.0,持有现金：62946.15,持有市值：41610.0,总市值：104556.15\n",
      "2019-05-29 11:15, 上涨，股价：3.648, 加仓114.0,持有现金：21354.79,持有市值：83174.4,总市值：104529.19\n",
      "2019-05-29 15:00, 下跌，股价：3.652, 加仓57.0,持有现金：42164.95,持有市值：62449.2,总市值：104614.15\n",
      "2019-05-30 13:20, 下跌，股价：3.624, 加仓116.0,持有现金：122.34,持有市值：104008.8,总市值：104131.14\n",
      "2019-05-30 13:40, 上涨，股价：3.618, 减仓115.0,持有现金：41725.18,持有市值：62229.6,总市值：103954.78\n",
      "2019-05-30 15:00, 上涨，股价：3.65, 减仓29.0,持有现金：52309.12,持有市值：52195.0,总市值：104504.12\n",
      "2019-05-31 11:05, 下跌，股价：3.645, 减仓143.0,持有现金：104427.41,持有市值：0.0,总市值：104427.41\n",
      "2019-05-31 15:00, 下跌，股价：3.632, 加仓114.0,持有现金：63018.47,持有市值：41404.8,总市值：104423.27\n",
      "2019-06-03 09:45, 上涨，股价：3.674, 加仓114.0,持有现金：21130.68,持有市值：83767.2,总市值：104897.88\n",
      "2019-06-03 10:30, 下跌，股价：3.628, 减仓114.0,持有现金：62485.74,持有市值：41359.2,总市值：103844.94\n",
      "2019-06-04 09:40, 下跌，股价：3.623, 减仓57.0,持有现金：83134.78,持有市值：20651.1,总市值：103785.88\n",
      "2019-06-04 14:00, 上涨，股价：3.61, 加仓57.0,持有现金：62555.72,持有市值：41154.0,总市值：103709.72\n",
      "2019-06-04 15:00, 上涨，股价：3.607, 减仓57.0,持有现金：83113.57,持有市值：20559.9,总市值：103673.47\n",
      "2019-06-05 09:35, 上涨，股价：3.628, 加仓57.0,持有现金：62431.9,持有市值：41359.2,总市值：103791.1\n",
      "2019-06-05 14:20, 下跌，股价：3.614, 减仓57.0,持有现金：83029.64,持有市值：20599.8,总市值：103629.44\n",
      "2019-06-06 13:05, 下跌，股价：3.593, 加仓57.0,持有现金：62547.49,持有市值：40960.2,总市值：103507.69\n",
      "2019-06-06 13:25, 下跌，股价：3.587, 减仓57.0,持有现金：82991.35,持有市值：20445.9,总市值：103437.25\n",
      "2019-06-10 09:50, 上涨，股价：3.598, 加仓57.0,持有现金：62480.69,持有市值：41017.2,总市值：103497.89\n",
      "2019-06-10 13:50, 下跌，股价：3.611, 减仓57.0,持有现金：83061.34,持有市值：20582.7,总市值：103644.04\n",
      "2019-06-10 15:00, 下跌，股价：3.614, 加仓28.0,持有现金：72941.12,持有市值：30719.0,总市值：103660.12\n",
      "2019-06-11 09:35, 上涨，股价：3.638, 加仓85.0,持有现金：42015.03,持有市值：61846.0,总市值：103861.03\n",
      "2019-06-11 15:00, 上涨，股价：3.727, 加仓112.0,持有现金：268.46,持有市值：105101.4,总市值：105369.86\n",
      "2019-06-12 15:00, 下跌，股价：3.699, 减仓56.0,持有现金：20980.79,持有市值：83597.4,总市值：104578.19\n",
      "2019-06-13 09:35, 下跌，股价：3.695, 减仓56.0,持有现金：41670.72,持有市值：62815.0,总市值：104485.72\n",
      "2019-06-13 11:30, 上涨，股价：3.706, 加仓56.0,持有现金：20915.04,持有市值：83755.6,总市值：104670.64\n",
      "2019-06-14 10:15, 下跌，股价：3.691, 减仓56.0,持有现金：41582.58,持有市值：62747.0,总市值：104329.58\n",
      "2019-06-14 15:00, 上涨，股价：3.67, 减仓85.0,持有现金：72774.46,持有市值：31195.0,总市值：103969.46\n",
      "2019-06-17 09:55, 上涨，股价：3.691, 加仓84.0,持有现金：41766.96,持有市值：62377.9,总市值：104144.86\n",
      "2019-06-17 10:40, 上涨，股价：3.674, 减仓84.0,持有现金：72625.47,持有市值：31229.0,总市值：103854.47\n",
      "2019-06-17 15:00, 上涨，股价：3.673, 加仓84.0,持有现金：41769.18,持有市值：62073.7,总市值：103842.88\n",
      "2019-06-18 09:35, 上涨，股价：3.678, 加仓113.0,持有现金：203.63,持有市值：103719.6,总市值：103923.23\n",
      "2019-06-18 09:50, 下跌，股价：3.655, 减仓113.0,持有现金：41501.0,持有市值：61769.5,总市值：103270.5\n",
      "2019-06-18 15:00, 上涨，股价：3.681, 加仓27.0,持有现金：31561.3,持有市值：72147.6,总市值：103708.9\n",
      "2019-06-19 13:55, 下跌，股价：3.752, 减仓84.0,持有现金：63074.95,持有市值：42022.4,总市值：105097.35\n",
      "2019-06-19 15:00, 下跌，股价：3.735, 加仓112.0,持有现金：21238.77,持有市值：83664.0,总市值：104902.77\n",
      "2019-06-20 09:55, 上涨，股价：3.758, 加仓56.0,持有现金：191.86,持有市值：105224.0,总市值：105415.86\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2019-06-26 15:00, 下跌，股价：3.818, 减仓84.0,持有现金：32259.86,持有市值：74832.8,总市值：107092.66\n",
      "2019-06-27 13:40, 上涨，股价：3.859, 减仓84.0,持有现金：64672.22,持有市值：43220.8,总市值：107893.02\n",
      "2019-06-27 15:00, 上涨，股价：3.86, 加仓139.0,持有现金：11012.85,持有市值：96886.0,总市值：107898.85\n",
      "2019-06-28 10:20, 上涨，股价：3.85, 加仓28.0,持有现金：231.77,持有市值：107415.0,总市值：107646.77\n",
      "2019-06-28 10:35, 下跌，股价：3.847, 减仓28.0,持有现金：11002.29,持有市值：96559.7,总市值：107561.99\n",
      "2019-06-28 15:00, 上涨，股价：3.859, 减仓28.0,持有现金：21806.41,持有市值：86055.7,总市值：107862.11\n",
      "2019-07-01 13:40, 下跌，股价：3.943, 减仓56.0,持有现金：43885.01,持有市值：65848.1,总市值：109733.11\n",
      "2019-07-01 14:05, 上涨，股价：3.958, 加仓55.0,持有现金：22113.83,持有市值：87867.6,总市值：109981.43\n",
      "2019-07-01 15:00, 下跌，股价：3.954, 加仓55.0,持有现金：364.65,持有市值：109525.8,总市值：109890.45\n",
      "2019-07-04 15:00, 上涨，股价：3.901, 减仓55.0,持有现金：21818.01,持有市值：86602.2,总市值：108420.21\n",
      "2019-07-05 10:25, 上涨，股价：3.905, 加仓55.0,持有现金：338.36,持有市值：108168.5,总市值：108506.86\n",
      "2019-07-05 15:00, 上涨，股价：3.921, 减仓28.0,持有现金：11316.06,持有市值：97632.9,总市值：108948.96\n",
      "2019-07-08 09:35, 下跌，股价：3.876, 减仓28.0,持有现金：22167.78,持有市值：85659.6,总市值：107827.38\n",
      "2019-07-08 14:10, 上涨，股价：3.844, 加仓28.0,持有现金：11403.5,持有市值：95715.6,总市值：107119.1\n",
      "2019-07-08 15:00, 下跌，股价：3.831, 减仓221.0,持有现金：96060.14,持有市值：10726.8,总市值：106786.94\n",
      "2019-07-09 09:45, 下跌，股价：3.828, 减仓28.0,持有现金：106777.46,持有市值：0.0,总市值：106777.46\n",
      "2019-07-09 14:20, 上涨，股价：3.828, 加仓27.0,持有现金：96440.83,持有市值：10335.6,总市值：106776.43\n",
      "2019-07-10 15:00, 上涨，股价：3.823, 减仓27.0,持有现金：106761.9,持有市值：0.0,总市值：106761.9\n",
      "2019-07-12 15:00, 下跌，股价：3.855, 加仓83.0,持有现金：74762.2,持有市值：31996.5,总市值：106758.7\n",
      "2019-07-15 10:45, 上涨，股价：3.847, 加仓83.0,持有现金：42828.91,持有市值：63860.2,总市值：106689.11\n",
      "2019-07-15 14:25, 下跌，股价：3.859, 减仓83.0,持有现金：74855.4,持有市值：32029.7,总市值：106885.1\n",
      "2019-07-15 15:00, 下跌，股价：3.869, 加仓27.0,持有现金：64408.06,持有市值：42559.0,总市值：106967.06\n",
      "2019-07-16 09:40, 下跌，股价：3.873, 加仓110.0,持有现金：21800.8,持有市值：85206.0,总市值：107006.8\n",
      "2019-07-16 09:55, 上涨，股价：3.862, 减仓110.0,持有现金：64278.55,持有市值：42482.0,总市值：106760.55\n",
      "2019-07-17 09:35, 下跌，股价：3.833, 减仓110.0,持有现金：106437.33,持有市值：0.0,总市值：106437.33\n",
      "2019-07-17 10:00, 上涨，股价：3.862, 加仓110.0,持有现金：63951.08,持有市值：42482.0,总市值：106433.08\n",
      "2019-07-18 14:05, 上涨，股价：3.833, 加仓83.0,持有现金：32134.0,持有市值：73976.9,总市值：106110.9\n",
      "2019-07-18 14:45, 下跌，股价：3.826, 减仓83.0,持有现金：63886.63,持有市值：42086.0,总市值：105972.63\n",
      "2019-07-18 15:00, 下跌，股价：3.822, 减仓27.0,持有现金：74205.0,持有市值：31722.6,总市值：105927.6\n",
      "2019-07-19 09:40, 下跌，股价：3.844, 加仓55.0,持有现金：53060.88,持有市值：53047.2,总市值：106108.08\n",
      "2019-07-19 13:25, 上涨，股价：3.86, 减仓55.0,持有现金：74288.76,持有市值：32038.0,总市值：106326.76\n",
      "2019-07-22 10:25, 下跌，股价：3.849, 加仓82.0,持有现金：42723.8,持有市值：63508.5,总市值：106232.3\n",
      "2019-07-22 10:35, 下跌，股价：3.84, 减仓82.0,持有现金：74208.65,持有市值：31872.0,总市值：106080.65\n",
      "2019-07-22 15:00, 下跌，股价：3.832, 减仓1.0,持有现金：74591.82,持有市值：31422.4,总市值：106014.22\n",
      "2019-07-23 13:55, 上涨，股价：3.834, 加仓55.0,持有现金：53502.71,持有市值：52525.8,总市值：106028.51\n",
      "2019-07-23 15:00, 上涨，股价：3.841, 减仓82.0,持有现金：84995.76,持有市值：21125.5,总市值：106121.26\n",
      "2019-07-24 13:15, 上涨，股价：3.875, 减仓55.0,持有现金：106306.13,持有市值：0.0,总市值：106306.13\n",
      "2019-07-24 15:00, 下跌，股价：3.872, 加仓137.0,持有现金：53254.42,持有市值：53046.4,总市值：106300.82\n",
      "2019-07-25 10:10, 上涨，股价：3.877, 加仓137.0,持有现金：134.21,持有市值：106229.8,总市值：106364.01\n",
      "2019-07-25 15:00, 上涨，股价：3.907, 减仓137.0,持有现金：53654.76,持有市值：53525.9,总市值：107180.66\n",
      "2019-07-26 10:55, 下跌，股价：3.894, 减仓137.0,持有现金：106997.22,持有市值：0.0,总市值：106997.22\n",
      "2019-07-26 13:30, 下跌，股价：3.901, 加仓136.0,持有现金：53938.32,持有市值：53053.6,总市值：106991.92\n",
      "2019-07-26 15:00, 下跌，股价：3.912, 加仓27.0,持有现金：43374.86,持有市值：63765.6,总市值：107140.46\n",
      "2019-07-29 09:55, 下跌，股价：3.909, 减仓109.0,持有现金：85978.7,持有市值：21108.6,总市值：107087.3\n",
      "2019-07-29 10:00, 下跌，股价：3.909, 加仓109.0,持有现金：43366.34,持有市值：63716.7,总市值：107083.04\n",
      "2019-07-30 13:35, 下跌，股价：3.93, 减仓109.0,持有现金：86199.06,持有市值：21222.0,总市值：107421.06\n",
      "2019-07-30 15:00, 下跌，股价：3.924, 加仓164.0,持有现金：21839.02,持有市值：85543.2,总市值：107382.22\n",
      "2019-07-31 13:20, 下跌，股价：3.9, 加仓55.0,持有现金：386.87,持有市值：106470.0,总市值：106856.87\n",
      "2019-07-31 14:35, 下跌，股价：3.892, 减仓55.0,持有现金：21790.73,持有市值：84845.6,总市值：106636.33\n",
      "2019-07-31 15:00, 上涨，股价：3.896, 减仓109.0,持有现金：64252.89,持有市值：42466.4,总市值：106719.29\n",
      "2019-08-01 14:25, 上涨，股价：3.862, 加仓110.0,持有现金：21766.64,持有市值：84577.8,总市值：106344.44\n",
      "2019-08-01 15:00, 上涨，股价：3.86, 减仓109.0,持有现金：63836.43,持有市值：42460.0,总市值：106296.43\n",
      "2019-08-02 09:35, 下跌，股价：3.786, 减仓55.0,持有现金：84657.35,持有市值：20823.0,总市值：105480.35\n",
      "2019-08-02 13:55, 下跌，股价：3.795, 加仓55.0,持有现金：63782.76,持有市值：41745.0,总市值：105527.76\n",
      "2019-08-02 15:00, 下跌，股价：3.801, 减仓55.0,持有现金：84686.17,持有市值：20905.5,总市值：105591.67\n",
      "2019-08-05 09:40, 下跌，股价：3.768, 减仓55.0,持有现金：105408.1,持有市值：0.0,总市值：105408.1\n",
      "2019-08-05 15:00, 下跌，股价：3.735, 加仓56.0,持有现金：84490.01,持有市值：20916.0,总市值：105406.01\n",
      "2019-08-06 13:10, 下跌，股价：3.684, 加仓57.0,持有现金：63489.11,持有市值：41629.2,总市值：105118.31\n",
      "2019-08-06 15:00, 下跌，股价：3.696, 减仓56.0,持有现金：84184.64,持有市值：21067.2,总市值：105251.84\n",
      "2019-08-07 10:10, 下跌，股价：3.696, 减仓57.0,持有现金：105249.73,持有市值：0.0,总市值：105249.73\n",
      "2019-08-07 13:40, 上涨，股价：3.696, 加仓56.0,持有现金：84550.06,持有市值：20697.6,总市值：105247.66\n",
      "2019-08-08 09:45, 下跌，股价：3.702, 加仓28.0,持有现金：74183.43,持有市值：31096.8,总市值：105280.23\n",
      "2019-08-08 15:00, 上涨，股价：3.726, 减仓28.0,持有现金：84615.18,持有市值：20865.6,总市值：105480.78\n",
      "2019-08-09 10:55, 下跌，股价：3.725, 减仓56.0,持有现金：105473.1,持有市值：0.0,总市值：105473.1\n",
      "2019-08-09 15:00, 下跌，股价：3.697, 加仓28.0,持有现金：95120.46,持有市值：10351.6,总市值：105472.06\n",
      "2019-08-12 09:50, 上涨，股价：3.704, 加仓28.0,持有现金：84748.22,持有市值：20742.4,总市值：105490.62\n",
      "2019-08-12 13:25, 上涨，股价：3.714, 减仓28.0,持有现金：95146.38,持有市值：10399.2,总市值：105545.58\n",
      "2019-08-12 15:00, 下跌，股价：3.756, 加仓84.0,持有现金：63592.83,持有市值：42067.2,总市值：105660.03\n",
      "2019-08-13 10:10, 上涨，股价：3.729, 减仓112.0,持有现金：105353.45,持有市值：0.0,总市值：105353.45\n",
      "2019-08-13 14:30, 上涨，股价：3.722, 加仓113.0,持有现金：63290.65,持有市值：42058.6,总市值：105349.25\n",
      "2019-08-14 13:20, 下跌，股价：3.752, 减仓85.0,持有现金：95179.46,持有市值：10505.6,总市值：105685.06\n",
      "2019-08-14 15:00, 下跌，股价：3.738, 加仓28.0,持有现金：84712.01,持有市值：20932.8,总市值：105644.81\n",
      "2019-08-15 11:10, 上涨，股价：3.723, 加仓56.0,持有现金：63861.13,持有市值：41697.6,总市值：105558.73\n",
      "2019-08-15 15:00, 下跌，股价：3.753, 加仓28.0,持有现金：53351.67,持有市值：52542.0,总市值：105893.67\n",
      "2019-08-16 14:25, 下跌，股价：3.777, 减仓140.0,持有现金：106224.39,持有市值：0.0,总市值：106224.39\n",
      "2019-08-16 15:00, 下跌，股价：3.769, 加仓140.0,持有现金：53453.11,持有市值：52766.0,总市值：106219.11\n",
      "2019-08-19 09:45, 下跌，股价：3.787, 加仓141.0,持有现金：51.07,持有市值：106414.7,总市值：106465.77\n",
      "2019-08-21 15:00, 上涨，股价：3.842, 减仓28.0,持有现金：10807.59,持有市值：97202.6,总市值：108010.19\n",
      "2019-08-22 09:45, 下跌，股价：3.845, 加仓28.0,持有现金：40.52,持有市值：108044.5,总市值：108085.02\n",
      "2019-08-22 09:55, 上涨，股价：3.84, 减仓28.0,持有现金：10791.44,持有市值：97152.0,总市值：107943.44\n",
      "2019-08-22 15:00, 上涨，股价：3.85, 加仓27.0,持有现金：395.4,持有市值：107800.0,总市值：108195.4\n",
      "2019-08-23 15:00, 下跌，股价：3.877, 减仓28.0,持有现金：11249.92,持有市值：97700.4,总市值：108950.32\n",
      "2019-08-26 09:35, 下跌，股价：3.84, 减仓28.0,持有现金：22000.84,持有市值：86016.0,总市值：108016.84\n",
      "2019-08-26 15:00, 上涨，股价：3.834, 减仓28.0,持有现金：21998.7,持有市值：85881.6,总市值：107880.3\n",
      "2019-08-27 13:30, 上涨，股价：3.888, 减仓56.0,持有现金：43769.32,持有市值：65318.4,总市值：109087.72\n",
      "2019-08-27 15:00, 下跌，股价：3.874, 加仓112.0,持有现金：376.18,持有市值：108472.0,总市值：108848.18\n",
      "2019-08-29 15:00, 上涨，股价：3.851, 减仓56.0,持有现金：21939.62,持有市值：86262.4,总市值：108202.02\n",
      "2019-08-30 09:35, 上涨，股价：3.884, 加仓56.0,持有现金：187.05,持有市值：108752.0,总市值：108939.05\n",
      "2019-08-30 11:25, 上涨，股价：3.866, 减仓56.0,持有现金：21834.48,持有市值：86598.4,总市值：108432.88\n",
      "2019-08-30 15:00, 上涨，股价：3.861, 加仓28.0,持有现金：11022.6,持有市值：97297.2,总市值：108319.8\n",
      "2019-09-02 09:35, 上涨，股价：3.878, 加仓28.0,持有现金：163.12,持有市值：108584.0,总市值：108747.12\n",
      "2019-09-02 15:00, 下跌，股价：3.904, 加仓28.0,持有现金：160.93,持有市值：109312.0,总市值：109472.93\n",
      "2019-09-03 15:00, 下跌，股价：3.908, 减仓28.0,持有现金：11102.24,持有市值：98481.6,总市值：109583.84\n",
      "2019-09-04 11:20, 上涨，股价：3.92, 减仓28.0,持有现金：22077.14,持有市值：87808.0,总市值：109885.14\n",
      "2019-09-04 14:20, 下跌，股价：3.933, 加仓27.0,持有现金：11456.98,持有市值：98718.3,总市值：110175.28\n",
      "2019-09-04 15:00, 上涨，股价：3.957, 加仓28.0,持有现金：376.27,持有市值：110400.3,总市值：110776.57\n",
      "2019-09-17 15:00, 下跌，股价：3.951, 减仓84.0,持有现金：33561.35,持有市值：77044.5,总市值：110605.85\n",
      "2019-09-18 09:55, 上涨，股价：3.972, 加仓84.0,持有现金：193.21,持有市值：110818.8,总市值：111012.01\n",
      "2019-09-18 13:20, 上涨，股价：3.972, 减仓84.0,持有现金：33554.68,持有市值：77454.0,总市值：111008.68\n",
      "2019-09-18 15:00, 下跌，股价：3.968, 减仓56.0,持有现金：55773.25,持有市值：55155.2,总市值：110928.45\n",
      "2019-09-19 09:45, 下跌，股价：3.975, 加仓140.0,持有现金：117.69,持有市值：110902.5,总市值：111020.19\n",
      "2019-09-19 10:00, 下跌，股价：3.964, 减仓139.0,持有现金：55211.78,持有市值：55496.0,总市值：110707.78\n",
      "2019-09-19 15:00, 上涨，股价：3.987, 加仓27.0,持有现金：44445.8,持有市值：66582.9,总市值：111028.7\n",
      "2019-09-20 14:10, 下跌，股价：3.99, 减仓111.0,持有现金：88730.37,持有市值：22344.0,总市值：111074.37\n",
      "2019-09-20 14:45, 下跌，股价：3.993, 加仓110.0,持有现金：44802.98,持有市值：66283.8,总市值：111086.78\n",
      "2019-09-20 15:00, 下跌，股价：3.993, 加仓28.0,持有现金：33621.46,持有市值：77464.2,总市值：111085.66\n",
      "2019-09-23 09:35, 下跌，股价：3.959, 减仓83.0,持有现金：66477.88,持有市值：43944.9,总市值：110422.78\n",
      "2019-09-23 14:40, 上涨，股价：3.948, 加仓84.0,持有现金：33311.36,持有市值：76986.0,总市值：110297.36\n",
      "2019-09-24 14:00, 下跌，股价：3.973, 减仓84.0,持有现金：66681.22,持有市值：44100.3,总市值：110781.52\n",
      "2019-09-24 15:00, 下跌，股价：3.961, 加仓28.0,持有现金：55589.31,持有市值：55057.9,总市值：110647.21\n",
      "2019-09-25 11:05, 下跌，股价：3.95, 加仓140.0,持有现金：283.78,持有市值：110205.0,总市值：110488.78\n",
      "2019-09-25 13:15, 上涨，股价：3.95, 减仓139.0,持有现金：55183.29,持有市值：55300.0,总市值：110483.29\n",
      "2019-09-26 09:55, 下跌，股价：3.946, 加仓111.0,持有现金：11378.31,持有市值：99044.6,总市值：110422.91\n",
      "2019-09-26 10:30, 下跌，股价：3.938, 减仓112.0,持有现金：55479.5,持有市值：54738.2,总市值：110217.7\n",
      "2019-09-26 15:00, 下跌，股价：3.907, 减仓28.0,持有现金：66418.01,持有市值：43367.7,总市值：109785.71\n",
      "2019-09-27 10:50, 上涨，股价：3.917, 加仓56.0,持有现金：44480.62,持有市值：65413.9,总市值：109894.52\n",
      "2019-09-27 15:00, 上涨，股价：3.916, 减仓111.0,持有现金：87943.87,持有市值：21929.6,总市值：109873.47\n",
      "2019-09-30 09:35, 下跌，股价：3.909, 减仓56.0,持有现金：109832.08,持有市值：0.0,总市值：109832.08\n",
      "2019-09-30 09:45, 下跌，股价：3.917, 加仓55.0,持有现金：88286.43,持有市值：21543.5,总市值：109829.93\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2019-10-08 10:10, 下跌，股价：3.905, 加仓56.0,持有现金：66416.24,持有市值：43345.5,总市值：109761.74\n",
      "2019-10-08 13:45, 下跌，股价：3.906, 减仓55.0,持有现金：87897.09,持有市值：21873.6,总市值：109770.69\n",
      "2019-10-09 10:40, 下跌，股价：3.897, 加仓27.0,持有现金：77374.14,持有市值：32345.1,总市值：109719.24\n",
      "2019-10-09 11:05, 上涨，股价：3.892, 减仓28.0,持有现金：88270.65,持有市值：21406.0,总市值：109676.65\n",
      "2019-10-09 15:00, 上涨，股价：3.905, 加仓28.0,持有现金：77335.56,持有市值：32411.5,总市值：109747.06\n",
      "2019-10-10 15:00, 下跌，股价：3.933, 加仓55.0,持有现金：55701.89,持有市值：54275.4,总市值：109977.29\n",
      "2019-10-11 10:55, 上涨，股价：3.934, 减仓138.0,持有现金：109985.66,持有市值：0.0,总市值：109985.66\n",
      "2019-10-11 11:15, 下跌，股价：3.938, 加仓139.0,持有现金：55241.99,持有市值：54738.2,总市值：109980.19\n",
      "2019-10-11 15:00, 上涨，股价：3.981, 加仓55.0,持有现金：33344.3,持有市值：77231.4,总市值：110575.7\n",
      "2019-10-14 13:20, 下跌，股价：4.02, 减仓83.0,持有现金：66706.96,持有市值：44622.0,总市值：111328.96\n",
      "2019-10-14 15:00, 下跌，股价：4.01, 加仓166.0,持有现金：134.31,持有市值：111077.0,总市值：111211.31\n",
      "2019-10-15 15:00, 下跌，股价：3.997, 减仓28.0,持有现金：11324.79,持有市值：99525.3,总市值：110850.09\n",
      "2019-10-16 10:25, 下跌，股价：3.999, 减仓28.0,持有现金：22520.87,持有市值：88377.9,总市值：110898.77\n",
      "2019-10-17 09:55, 上涨，股价：3.992, 加仓56.0,持有现金：163.43,持有市值：110578.4,总市值：110741.83\n",
      "2019-10-17 13:10, 下跌，股价：3.987, 减仓55.0,持有现金：22089.74,持有市值：88511.4,总市值：110601.14\n",
      "2019-10-17 15:00, 上涨，股价：3.989, 减仓28.0,持有现金：33257.82,持有市值：77386.6,总市值：110644.42\n",
      "2019-10-18 09:35, 上涨，股价：4.004, 加仓82.0,持有现金：421.74,持有市值：110510.4,总市值：110932.14\n",
      "2019-10-18 10:55, 下跌，股价：3.98, 减仓83.0,持有现金：33452.44,持有市值：76814.0,总市值：110266.44\n",
      "2019-10-18 15:00, 下跌，股价：3.931, 减仓111.0,持有现金：77082.17,持有市值：32234.2,总市值：109316.37\n",
      "2019-10-21 10:30, 下跌，股价：3.936, 加仓55.0,持有现金：55432.01,持有市值：53923.2,总市值：109355.21\n",
      "2019-10-21 13:35, 上涨，股价：3.932, 减仓55.0,持有现金：77055.85,持有市值：32242.4,总市值：109298.25\n",
      "2019-10-21 15:00, 上涨，股价：3.94, 减仓27.0,持有现金：87692.78,持有市值：21670.0,总市值：109362.78\n",
      "2019-10-22 11:20, 下跌，股价：3.931, 减仓55.0,持有现金：109311.12,持有市值：0.0,总市值：109311.12\n",
      "2019-10-22 14:15, 上涨，股价：3.942, 加仓55.0,持有现金：87627.95,持有市值：21681.0,总市值：109308.95\n",
      "2019-10-22 15:00, 上涨，股价：3.955, 加仓27.0,持有现金：76948.38,持有市值：32431.0,总市值：109379.38\n",
      "2019-10-23 11:00, 下跌，股价：3.942, 减仓82.0,持有现金：109269.55,持有市值：0.0,总市值：109269.55\n",
      "2019-10-23 15:00, 上涨，股价：3.934, 加仓55.0,持有现金：87630.39,持有市值：21637.0,总市值：109267.39\n",
      "2019-10-24 10:10, 上涨，股价：3.946, 加仓55.0,持有现金：65925.22,持有市值：43406.0,总市值：109331.22\n",
      "2019-10-24 10:55, 上涨，股价：3.934, 减仓55.0,持有现金：87560.05,持有市值：21637.0,总市值：109197.05\n",
      "2019-10-25 09:55, 下跌，股价：3.918, 减仓55.0,持有现金：109106.9,持有市值：0.0,总市值：109106.9\n",
      "2019-10-25 11:05, 上涨，股价：3.936, 加仓55.0,持有现金：87456.73,持有市值：21648.0,总市值：109104.73\n",
      "2019-10-25 15:00, 上涨，股价：3.963, 加仓82.0,持有现金：54956.88,持有市值：54293.1,总市值：109249.98\n",
      "2019-10-28 14:25, 上涨，股价：3.977, 减仓137.0,持有现金：109436.34,持有市值：0.0,总市值：109436.34\n",
      "2019-10-28 14:50, 上涨，股价：3.981, 加仓137.0,持有现金：54891.18,持有市值：54539.7,总市值：109430.88\n",
      "2019-10-28 15:00, 上涨，股价：3.986, 加仓82.0,持有现金：22202.71,持有市值：87293.4,总市值：109496.11\n",
      "2019-10-29 11:25, 下跌，股价：3.979, 减仓55.0,持有现金：44085.02,持有市值：65255.6,总市值：109340.62\n",
      "2019-10-29 15:00, 下跌，股价：3.973, 减仓27.0,持有现金：54811.05,持有市值：54430.1,总市值：109241.15\n",
      "2019-10-30 14:55, 上涨，股价：3.952, 加仓138.0,持有现金：268.0,持有市值：108680.0,总市值：108948.0\n",
      "2019-10-30 15:00, 下跌，股价：3.947, 减仓137.0,持有现金：54336.49,持有市值：54468.6,总市值：108805.09\n",
      "2019-10-31 10:45, 下跌，股价：3.948, 减仓55.0,持有现金：76048.32,持有市值：32768.4,总市值：108816.72\n",
      "2019-10-31 11:05, 上涨，股价：3.961, 加仓54.0,持有现金：54656.78,持有市值：54265.7,总市值：108922.48\n",
      "2019-10-31 15:00, 上涨，股价：3.945, 减仓82.0,持有现金：87002.55,持有市值：21697.5,总市值：108700.05\n",
      "2019-11-01 09:55, 上涨，股价：3.955, 加仓54.0,持有现金：65643.41,持有市值：43109.5,总市值：108752.91\n",
      "2019-11-01 15:00, 上涨，股价：4.026, 加仓81.0,持有现金：33029.55,持有市值：76494.0,总市值：109523.55\n",
      "2019-11-04 13:40, 上涨，股价：4.035, 减仓81.0,持有现金：65709.78,持有市值：43981.5,总市值：109691.28\n",
      "2019-11-04 14:10, 上涨，股价：4.042, 加仓81.0,持有现金：32966.31,持有市值：76798.0,总市值：109764.31\n",
      "2019-11-04 15:00, 上涨，股价：4.039, 加仓26.0,持有现金：22463.86,持有市值：87242.4,总市值：109706.26\n",
      "2019-11-05 10:10, 上涨，股价：4.038, 加仓55.0,持有现金：252.64,持有市值：109429.8,总市值：109682.44\n",
      "2019-11-05 10:20, 下跌，股价：4.034, 减仓54.0,持有现金：22034.06,持有市值：87537.8,总市值：109571.86\n",
      "2019-11-05 15:00, 下跌，股价：4.062, 加仓27.0,持有现金：11065.56,持有市值：99112.8,总市值：110178.36\n",
      "2019-11-06 11:15, 下跌，股价：4.062, 加仓27.0,持有现金：97.06,持有市值：110080.2,总市值：110177.26\n",
      "2019-11-06 13:05, 下跌，股价：4.057, 减仓27.0,持有现金：11049.87,持有市值：98990.8,总市值：110040.67\n",
      "2019-11-06 15:00, 上涨，股价：4.045, 减仓27.0,持有现金：21970.28,持有市值：87776.5,总市值：109746.78\n",
      "2019-11-07 10:20, 上涨，股价：4.058, 加仓53.0,持有现金：460.73,持有市值：109566.0,总市值：110026.73\n",
      "2019-11-07 11:20, 下跌，股价：4.045, 减仓54.0,持有现金：22301.54,持有市值：87372.0,总市值：109673.54\n",
      "2019-11-08 11:05, 下跌，股价：4.056, 减仓54.0,持有现金：44201.75,持有市值：65707.2,总市值：109908.95\n",
      "2019-11-08 11:20, 上涨，股价：4.07, 加仓54.0,持有现金：22221.55,持有市值：87912.0,总市值：110133.55\n",
      "2019-11-08 15:00, 下跌，股价：4.034, 减仓81.0,持有现金：54893.69,持有市值：54459.0,总市值：109352.69\n",
      "2019-11-11 15:00, 下跌，股价：3.967, 减仓81.0,持有现金：87023.17,持有市值：21421.8,总市值：108444.97\n",
      "2019-11-12 13:35, 上涨，股价：3.962, 加仓54.0,持有现金：65626.23,持有市值：42789.6,总市值：108415.83\n",
      "2019-11-12 15:00, 下跌，股价：3.962, 减仓54.0,持有现金：87018.89,持有市值：21394.8,总市值：108413.69\n",
      "2019-11-13 09:40, 下跌，股价：3.945, 减仓54.0,持有现金：108319.76,持有市值：0.0,总市值：108319.76\n",
      "2019-11-13 11:05, 上涨，股价：3.958, 加仓54.0,持有现金：86944.43,持有市值：21373.2,总市值：108317.63\n",
      "2019-11-14 10:55, 下跌，股价：3.954, 减仓54.0,持有现金：108293.89,持有市值：0.0,总市值：108293.89\n",
      "2019-11-14 13:05, 上涨，股价：3.96, 加仓54.0,持有现金：86907.75,持有市值：21384.0,总市值：108291.75\n",
      "2019-11-15 11:00, 上涨，股价：3.972, 加仓54.0,持有现金：65456.81,持有市值：42897.6,总市值：108354.41\n",
      "2019-11-15 14:00, 上涨，股价：3.953, 减仓54.0,持有现金：86800.87,持有市值：21346.2,总市值：108147.07\n",
      "2019-11-18 10:10, 下跌，股价：3.954, 加仓54.0,持有现金：65447.14,持有市值：42703.2,总市值：108150.34\n",
      "2019-11-18 10:25, 下跌，股价：3.947, 减仓54.0,持有现金：86758.81,持有市值：21313.8,总市值：108072.61\n",
      "2019-11-18 15:00, 上涨，股价：3.971, 加仓27.0,持有现金：76036.03,持有市值：32165.1,总市值：108201.13\n",
      "2019-11-19 13:55, 上涨，股价：3.996, 减仓81.0,持有现金：108400.4,持有市值：0.0,总市值：108400.4\n",
      "2019-11-19 14:10, 上涨，股价：4.003, 加仓81.0,持有现金：75972.85,持有市值：32424.3,总市值：108397.15\n",
      "2019-11-19 15:00, 上涨，股价：4.011, 加仓54.0,持有现金：54311.29,持有市值：54148.5,总市值：108459.79\n",
      "2019-11-20 10:00, 上涨，股价：3.996, 减仓135.0,持有现金：108251.89,持有市值：0.0,总市值：108251.89\n",
      "2019-11-20 15:00, 上涨，股价：3.97, 加仓81.0,持有现金：76091.68,持有市值：32157.0,总市值：108248.68\n",
      "2019-11-21 10:55, 下跌，股价：3.961, 加仓82.0,持有现金：43608.23,持有市值：64564.3,总市值：108172.53\n",
      "2019-11-21 11:15, 下跌，股价：3.953, 减仓81.0,持有现金：75624.33,持有市值：32414.6,总市值：108038.93\n",
      "2019-11-22 09:35, 上涨，股价：3.96, 加仓81.0,持有现金：43545.12,持有市值：64548.0,总市值：108093.12\n",
      "2019-11-22 10:50, 下跌，股价：3.948, 减仓82.0,持有现金：75915.48,持有市值：31978.8,总市值：107894.28\n",
      "2019-11-25 10:00, 上涨，股价：3.924, 加仓55.0,持有现金：54331.33,持有市值：53366.4,总市值：107697.73\n",
      "2019-11-25 15:00, 上涨，股价：3.936, 减仓54.0,持有现金：75583.6,持有市值：32275.2,总市值：107858.8\n",
      "2019-11-26 10:30, 下跌，股价：3.931, 减仓82.0,持有现金：107814.58,持有市值：0.0,总市值：107814.58\n",
      "2019-11-26 11:30, 下跌，股价：3.937, 加仓82.0,持有现金：75527.95,持有市值：32283.4,总市值：107811.35\n",
      "2019-11-26 15:00, 下跌，股价：3.942, 加仓54.0,持有现金：54239.02,持有市值：53611.2,总市值：107850.22\n",
      "2019-11-27 09:35, 下跌，股价：3.929, 减仓136.0,持有现金：107668.08,持有市值：0.0,总市值：107668.08\n",
      "2019-11-27 10:35, 下跌，股价：3.94, 加仓136.0,持有现金：54078.72,持有市值：53584.0,总市值：107662.72\n",
      "2019-11-28 09:50, 上涨，股价：3.949, 加仓54.0,持有现金：32751.99,持有市值：75031.0,总市值：107782.99\n",
      "2019-11-28 10:30, 上涨，股价：3.937, 减仓54.0,持有现金：54009.66,持有市值：53543.2,总市值：107552.86\n",
      "2019-11-28 15:00, 上涨，股价：3.93, 减仓54.0,持有现金：75229.54,持有市值：32226.0,总市值：107455.54\n",
      "2019-11-29 14:40, 下跌，股价：3.887, 加仓82.0,持有现金：43352.95,持有市值：63746.8,总市值：107099.75\n",
      "2019-11-29 15:00, 下跌，股价：3.887, 减仓82.0,持有现金：75223.16,持有市值：31873.4,总市值：107096.56\n",
      "2019-12-02 13:15, 下跌，股价：3.899, 减仓55.0,持有现金：96665.52,持有市值：10527.3,总市值：107192.82\n",
      "2019-12-02 15:00, 下跌，股价：3.895, 加仓27.0,持有现金：86147.97,持有市值：21033.0,总市值：107180.97\n",
      "2019-12-03 11:25, 上涨，股价：3.895, 加仓55.0,持有现金：64723.32,持有市值：42455.5,总市值：107178.82\n",
      "2019-12-03 15:00, 上涨，股价：3.911, 减仓27.0,持有现金：75281.97,持有市值：32070.2,总市值：107352.17\n",
      "2019-12-04 09:55, 下跌，股价：3.89, 减仓82.0,持有现金：107176.78,持有市值：0.0,总市值：107176.78\n",
      "2019-12-04 10:35, 上涨，股价：3.909, 加仓82.0,持有现金：75119.77,持有市值：32053.8,总市值：107173.57\n",
      "2019-12-05 11:30, 下跌，股价：3.923, 减仓55.0,持有现金：96694.12,持有市值：10592.1,总市值：107286.22\n",
      "2019-12-05 13:55, 下跌，股价：3.938, 加仓54.0,持有现金：75426.79,持有市值：31897.8,总市值：107324.59\n",
      "2019-12-05 15:00, 下跌，股价：3.942, 加仓54.0,持有现金：54137.86,持有市值：53217.0,总市值：107354.86\n",
      "2019-12-06 11:05, 下跌，股价：3.942, 减仓135.0,持有现金：107349.54,持有市值：0.0,总市值：107349.54\n",
      "2019-12-06 13:40, 下跌，股价：3.949, 加仓135.0,持有现金：54032.71,持有市值：53311.5,总市值：107344.21\n",
      "2019-12-06 15:00, 上涨，股价：3.966, 加仓81.0,持有现金：21904.89,持有市值：85665.6,总市值：107570.49\n",
      "2019-12-09 10:15, 上涨，股价：3.953, 减仓54.0,持有现金：43248.96,持有市值：64038.6,总市值：107287.56\n",
      "2019-12-09 10:20, 上涨，股价：3.955, 加仓54.0,持有现金：21889.82,持有市值：85428.0,总市值：107317.82\n",
      "2019-12-10 09:40, 上涨，股价：3.948, 减仓54.0,持有现金：43206.89,持有市值：63957.6,总市值：107164.49\n",
      "2019-12-10 10:25, 上涨，股价：3.952, 加仓54.0,持有现金：21863.96,持有市值：85363.2,总市值：107227.16\n",
      "2019-12-11 09:35, 下跌，股价：3.898, 减仓54.0,持有现金：42911.05,持有市值：63147.6,总市值：106058.65\n",
      "2019-12-11 13:25, 下跌，股价：3.893, 加仓54.0,持有现金：21886.75,持有市值：84088.8,总市值：105975.55\n",
      "2019-12-11 15:00, 上涨，股价：3.9, 加仓27.0,持有现金：11355.7,持有市值：94770.0,总市值：106125.7\n",
      "2019-12-12 09:50, 上涨，股价：3.895, 减仓27.0,持有现金：21871.15,持有市值：84132.0,总市值：106003.15\n",
      "2019-12-12 10:10, 下跌，股价：3.898, 加仓27.0,持有现金：11345.49,持有市值：94721.4,总市值：106066.89\n",
      "2019-12-12 15:00, 下跌，股价：3.889, 减仓81.0,持有现金：42843.24,持有市值：63001.8,总市值：105845.04\n",
      "2019-12-13 09:35, 上涨，股价：3.928, 加仓108.0,持有现金：416.6,持有市值：106056.0,总市值：106472.6\n",
      "2019-12-19 15:00, 下跌，股价：4.02, 减仓27.0,持有现金：11269.52,持有市值：97686.0,总市值：108955.52\n",
      "2019-12-20 10:30, 上涨，股价：4.021, 减仓27.0,持有现金：22125.13,持有市值：86853.6,总市值：108978.73\n",
      "2019-12-20 11:05, 上涨，股价：4.033, 加仓27.0,持有现金：11234.94,持有市值：98001.9,总市值：109236.84\n",
      "2019-12-23 10:05, 上涨，股价：4.027, 加仓27.0,持有现金：360.95,持有市值：108729.0,总市值：109089.95\n",
      "2019-12-23 10:40, 下跌，股价：4.017, 减仓27.0,持有现金：11205.77,持有市值：97613.1,总市值：108818.87\n",
      "2019-12-23 15:00, 下跌，股价：3.964, 减仓54.0,持有现金：32609.23,持有市值：74919.6,总市值：107528.83\n",
      "2019-12-24 11:15, 上涨，股价：3.975, 加仓82.0,持有现金：10.97,持有市值：107722.5,总市值：107733.47\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2019-12-24 15:00, 下跌，股价：3.985, 减仓81.0,持有现金：32286.24,持有市值：75715.0,总市值：108001.24\n",
      "2019-12-25 09:50, 上涨，股价：3.982, 减仓81.0,持有现金：64537.22,持有市值：43403.8,总市值：107941.02\n",
      "2019-12-25 10:10, 上涨，股价：3.992, 加仓80.0,持有现金：32598.02,持有市值：75448.8,总市值：108046.82\n",
      "2019-12-26 09:35, 上涨，股价：3.996, 加仓81.0,持有现金：227.19,持有市值：107892.0,总市值：108119.19\n",
      "2019-12-26 13:15, 下跌，股价：4.002, 减仓81.0,持有现金：32640.14,持有市值：75637.8,总市值：108277.94\n",
      "2019-12-26 15:00, 下跌，股价：4.021, 加仓26.0,持有现金：22184.5,持有市值：86451.5,总市值：108636.0\n",
      "2019-12-27 13:35, 下跌，股价：4.033, 减仓54.0,持有现金：43960.52,持有市值：64931.3,总市值：108891.82\n",
      "2019-12-27 15:00, 下跌，股价：4.017, 加仓109.0,持有现金：170.84,持有市值：108459.0,总市值：108629.84\n",
      "2020-01-15 15:00, 下跌，股价：4.152, 减仓81.0,持有现金：33798.68,持有市值：78472.8,总市值：112271.48\n",
      "2020-01-16 10:15, 下跌，股价：4.154, 加仓81.0,持有现金：147.91,持有市值：112158.0,总市值：112305.91\n",
      "2020-01-16 10:35, 下跌，股价：4.15, 减仓81.0,持有现金：33759.55,持有市值：78435.0,总市值：112194.55\n",
      "2020-01-16 15:00, 上涨，股价：4.146, 减仓54.0,持有现金：56145.71,持有市值：55971.0,总市值：112116.71\n",
      "2020-01-17 11:25, 下跌，股价：4.144, 减仓135.0,持有现金：112084.12,持有市值：0.0,总市值：112084.12\n",
      "2020-01-17 14:30, 上涨，股价：4.156, 加仓134.0,持有现金：56388.15,持有市值：55690.4,总市值：112078.55\n",
      "2020-01-20 14:10, 下跌，股价：4.168, 减仓134.0,持有现金：112233.77,持有市值：0.0,总市值：112233.77\n",
      "2020-01-20 14:20, 下跌，股价：4.167, 加仓134.0,持有现金：56390.38,持有市值：55837.8,总市值：112228.18\n",
      "2020-01-20 15:00, 上涨，股价：4.181, 加仓80.0,持有现金：22939.04,持有市值：89473.4,总市值：112412.44\n",
      "2020-01-21 09:40, 下跌，股价：4.144, 减仓53.0,持有现金：44900.04,持有市值：66718.4,总市值：111618.44\n",
      "2020-01-21 14:35, 上涨，股价：4.118, 加仓54.0,持有现金：22660.62,持有市值：88537.0,总市值：111197.62\n",
      "2020-01-21 15:00, 上涨，股价：4.105, 减仓134.0,持有现金：77662.12,持有市值：33250.5,总市值：110912.62\n",
      "2020-01-22 11:05, 下跌，股价：4.084, 加仓81.0,持有现金：44578.41,持有市值：66160.8,总市值：110739.21\n",
      "2020-01-22 15:00, 上涨，股价：4.119, 减仓81.0,持有现金：77938.97,持有市值：33363.9,总市值：111302.87\n",
      "2020-01-23 09:40, 上涨，股价：4.078, 减仓81.0,持有现金：110967.47,持有市值：0.0,总市值：110967.47\n",
      "2020-02-04 15:00, 下跌，股价：3.77, 加仓88.0,持有现金：77788.15,持有市值：33176.0,总市值：110964.15\n",
      "2020-02-05 13:35, 下跌，股价：3.807, 减仓88.0,持有现金：111286.4,持有市值：0.0,总市值：111286.4\n",
      "2020-02-05 15:00, 下跌，股价：3.807, 加仓58.0,持有现金：89203.59,持有市值：22080.6,总市值：111284.19\n",
      "2020-02-06 09:40, 上涨，股价：3.825, 加仓58.0,持有现金：67016.37,持有市值：44370.0,总市值：111386.37\n",
      "2020-02-06 15:00, 上涨，股价：3.897, 减仓58.0,持有现金：89616.71,持有市值：22602.6,总市值：112219.31\n",
      "2020-02-07 09:50, 下跌，股价：3.868, 减仓58.0,持有现金：112048.87,持有市值：0.0,总市值：112048.87\n",
      "2020-02-07 14:10, 上涨，股价：3.865, 加仓57.0,持有现金：90016.17,持有市值：22030.5,总市值：112046.67\n",
      "2020-02-07 15:00, 下跌，股价：3.888, 加仓28.0,持有现金：79128.68,持有市值：33048.0,总市值：112176.68\n",
      "2020-02-10 13:05, 上涨，股价：3.875, 减仓85.0,持有现金：112062.89,持有市值：0.0,总市值：112062.89\n",
      "2020-02-10 13:35, 上涨，股价：3.891, 加仓86.0,持有现金：78596.94,持有市值：33462.6,总市值：112059.54\n",
      "2020-02-11 15:00, 下跌，股价：3.943, 加仓56.0,持有现金：56513.93,持有市值：55990.6,总市值：112504.53\n",
      "2020-02-12 09:35, 下跌，股价：3.933, 减仓142.0,持有现金：112356.95,持有市值：0.0,总市值：112356.95\n",
      "2020-02-12 10:35, 上涨，股价：3.948, 加仓142.0,持有现金：56289.74,持有市值：56061.6,总市值：112351.34\n",
      "2020-02-13 10:10, 上涨，股价：3.958, 减仓142.0,持有现金：112487.72,持有市值：0.0,总市值：112487.72\n",
      "2020-02-13 10:55, 上涨，股价：3.973, 加仓141.0,持有现金：56462.82,持有市值：56019.3,总市值：112482.12\n",
      "2020-02-14 13:40, 上涨，股价：3.968, 减仓113.0,持有现金：101296.73,持有市值：11110.4,总市值：112407.13\n",
      "2020-02-14 15:00, 下跌，股价：3.977, 加仓84.0,持有现金：67886.59,持有市值：44542.4,总市值：112428.99\n",
      "2020-02-17 09:35, 上涨，股价：4.002, 加仓112.0,持有现金：23059.71,持有市值：89644.8,总市值：112704.51\n",
      "2020-02-17 15:00, 上涨，股价：4.064, 加仓28.0,持有现金：11679.37,持有市值：102412.8,总市值：114092.17\n",
      "2020-02-18 10:30, 下跌，股价：4.048, 减仓28.0,持有现金：23012.64,持有市值：90675.2,总市值：113687.84\n",
      "2020-02-18 14:00, 下跌，股价：4.036, 加仓28.0,持有现金：11710.71,持有市值：101707.2,总市值：113417.91\n",
      "2020-02-19 13:40, 上涨，股价：4.053, 减仓28.0,持有现金：23057.97,持有市值：90787.2,总市值：113845.17\n",
      "2020-02-20 09:45, 上涨，股价：4.079, 加仓56.0,持有现金：213.29,持有市值：114212.0,总市值：114425.29\n",
      "2020-02-20 10:45, 下跌，股价：4.041, 减仓56.0,持有现金：22840.63,持有市值：90518.4,总市值：113359.03\n",
      "2020-02-20 15:00, 上涨，股价：4.131, 加仓55.0,持有现金：117.86,持有市值：115254.9,总市值：115372.76\n",
      "2020-02-24 15:00, 下跌，股价：4.112, 减仓28.0,持有现金：11630.3,持有市值：103211.2,总市值：114841.5\n",
      "2020-02-25 13:40, 上涨，股价：4.075, 加仓28.0,持有现金：219.16,持有市值：113692.5,总市值：113911.66\n",
      "2020-02-25 15:00, 上涨，股价：4.104, 减仓28.0,持有现金：11709.21,持有市值：103010.4,总市值：114719.61\n",
      "2020-02-26 09:45, 下跌，股价：4.057, 减仓28.0,持有现金：23067.68,持有市值：90471.1,总市值：113538.78\n",
      "2020-02-26 10:20, 上涨，股价：4.104, 加仓28.0,持有现金：11575.33,持有市值：103010.4,总市值：114585.73\n",
      "2020-02-26 15:00, 下跌，股价：4.07, 减仓28.0,持有现金：22970.19,持有市值：90761.0,总市值：113731.19\n",
      "2020-02-27 11:30, 上涨，股价：4.092, 加仓55.0,持有现金：461.94,持有市值：113757.6,总市值：114219.54\n",
      "2020-02-27 13:50, 上涨，股价：4.078, 减仓56.0,持有现金：23296.46,持有市值：90531.6,总市值：113828.06\n",
      "2020-02-27 15:00, 上涨，股价：4.071, 减仓56.0,持有现金：46091.78,持有市值：67578.6,总市值：113670.38\n",
      "2020-02-28 14:05, 上涨，股价：3.973, 加仓115.0,持有现金：397.71,持有市值：111641.3,总市值：112039.01\n",
      "2020-02-28 14:35, 下跌，股价：3.941, 减仓112.0,持有现金：44532.49,持有市值：66602.9,总市值：111135.39\n",
      "2020-02-28 15:00, 下跌，股价：3.933, 减仓54.0,持有现金：65768.57,持有市值：45229.5,总市值：110998.07\n",
      "2020-03-02 09:40, 下跌，股价：3.976, 加仓27.0,持有现金：55032.3,持有市值：56459.2,总市值：111491.5\n",
      "2020-03-03 13:05, 下跌，股价：4.096, 减仓142.0,持有现金：113189.68,持有市值：0.0,总市值：113189.68\n",
      "2020-03-03 15:00, 下跌，股价：4.073, 加仓194.0,持有现金：34165.58,持有市值：79016.2,总市值：113181.78\n",
      "2020-03-04 09:55, 下跌，股价：4.079, 加仓83.0,持有现金：306.49,持有市值：112988.3,总市值：113294.79\n",
      "2020-03-04 10:05, 上涨，股价：4.068, 减仓83.0,持有现金：34067.52,持有市值：78919.2,总市值：112986.72\n",
      "2020-03-05 15:00, 下跌，股价：4.2, 加仓80.0,持有现金：464.16,持有市值：115080.0,总市值：115544.16\n",
      "2020-03-06 15:00, 下跌，股价：4.121, 减仓27.0,持有现金：11589.74,持有市值：101788.7,总市值：113378.44\n",
      "2020-03-09 14:20, 下跌，股价：4.01, 加仓28.0,持有现金：360.62,持有市值：110275.0,总市值：110635.62\n",
      "2020-03-09 14:35, 下跌，股价：4.003, 减仓27.0,持有现金：11167.64,持有市值：99274.4,总市值：110442.04\n",
      "2020-03-09 15:00, 上涨，股价：3.99, 减仓193.0,持有现金：88166.94,持有市值：21945.0,总市值：110111.94\n",
      "2020-03-10 09:55, 下跌，股价：4.006, 加仓54.0,持有现金：66532.38,持有市值：43665.4,总市值：110197.78\n",
      "2020-03-10 10:00, 下跌，股价：3.995, 减仓54.0,持有现金：88103.22,持有市值：21972.5,总市值：110075.72\n",
      "2020-03-10 15:00, 上涨，股价：4.078, 加仓161.0,持有现金：22440.85,持有市值：88084.8,总市值：110525.65\n",
      "2020-03-11 09:50, 上涨，股价：4.06, 减仓54.0,持有现金：44362.66,持有市值：65772.0,总市值：110134.66\n",
      "2020-03-11 10:35, 下跌，股价：4.064, 加仓54.0,持有现金：22414.87,持有市值：87782.4,总市值：110197.27\n",
      "2020-03-11 15:00, 下跌，股价：4.011, 减仓162.0,持有现金：87386.57,持有市值：21659.4,总市值：109045.97\n",
      "2020-03-12 14:55, 下跌，股价：3.941, 加仓27.0,持有现金：76744.8,持有市值：31922.1,总市值：108666.9\n",
      "2020-03-12 15:00, 上涨，股价：3.948, 减仓54.0,持有现金：98061.87,持有市值：10659.6,总市值：108721.47\n",
      "2020-03-13 15:00, 上涨，股价：3.889, 加仓27.0,持有现金：87560.52,持有市值：21000.6,总市值：108561.12\n",
      "2020-03-16 09:40, 下跌，股价：3.856, 减仓54.0,持有现金：108380.84,持有市值：0.0,总市值：108380.84\n",
      "2020-03-17 15:00, 下跌，股价：3.693, 加仓58.0,持有现金：86959.3,持有市值：21419.4,总市值：108378.7\n",
      "2020-03-18 09:35, 上涨，股价：3.717, 加仓58.0,持有现金：65398.54,持有市值：43117.2,总市值：108515.74\n",
      "2020-03-18 13:20, 下跌，股价：3.711, 减仓58.0,持有现金：86920.19,持有市值：21523.8,总市值：108443.99\n",
      "2020-03-19 15:00, 上涨，股价：3.596, 减仓29.0,持有现金：97347.55,持有市值：10428.4,总市值：107775.95\n",
      "2020-03-20 11:25, 下跌，股价：3.588, 减仓29.0,持有现金：107751.71,持有市值：0.0,总市值：107751.71\n",
      "2020-03-20 14:10, 上涨，股价：3.628, 加仓29.0,持有现金：97229.45,持有市值：10521.2,总市值：107750.65\n",
      "2020-03-20 15:00, 下跌，股价：3.644, 加仓148.0,持有现金：43292.86,持有市值：64498.8,总市值：107791.66\n",
      "2020-03-23 09:45, 下跌，股价：3.546, 减仓118.0,持有现金：85131.48,持有市值：20921.4,总市值：106052.88\n",
      "2020-03-23 13:15, 下跌，股价：3.544, 加仓119.0,持有现金：42953.66,持有市值：63083.2,总市值：106036.86\n",
      "2020-03-23 15:00, 上涨，股价：3.526, 减仓59.0,持有现金：63754.98,持有市值：41959.4,总市值：105714.38\n",
      "2020-03-25 13:20, 下跌，股价：3.678, 减仓119.0,持有现金：107518.8,持有市值：0.0,总市值：107518.8\n",
      "2020-03-25 13:45, 下跌，股价：3.696, 加仓116.0,持有现金：64640.91,持有市值：42873.6,总市值：107514.51\n",
      "2020-03-26 09:45, 上涨，股价：3.694, 减仓116.0,持有现金：107487.03,持有市值：0.0,总市值：107487.03\n",
      "2020-03-26 10:45, 上涨，股价：3.712, 加仓115.0,持有现金：64794.76,持有市值：42688.0,总市值：107482.76\n",
      "2020-03-27 09:40, 下跌，股价：3.72, 加仓86.0,持有现金：32799.56,持有市值：74772.0,总市值：107571.56\n",
      "2020-03-27 14:30, 下跌，股价：3.718, 减仓86.0,持有现金：64771.16,持有市值：42757.0,总市值：107528.16\n",
      "2020-03-30 13:20, 上涨，股价：3.666, 加仓117.0,持有现金：21874.67,持有市值：85051.2,总市值：106925.87\n",
      "2020-03-30 14:50, 上涨，股价：3.661, 减仓115.0,持有现金：63971.96,持有市值：42833.7,总市值：106805.66\n",
      "2020-03-31 11:25, 上涨，股价：3.677, 减仓117.0,持有现金：106988.56,持有市值：0.0,总市值：106988.56\n",
      "2020-03-31 15:00, 下跌，股价：3.669, 加仓116.0,持有现金：64423.91,持有市值：42560.4,总市值：106984.31\n",
      "2020-04-01 09:45, 下跌，股价：3.684, 加仓116.0,持有现金：21685.23,持有市值：85468.8,总市值：107154.03\n",
      "2020-04-01 13:15, 下跌，股价：3.692, 减仓116.0,持有现金：64508.15,持有市值：42827.2,总市值：107335.35\n",
      "2020-04-02 10:25, 下跌，股价：3.669, 加仓29.0,持有现金：53866.99,持有市值：53200.5,总市值：107067.49\n",
      "2020-04-02 13:25, 上涨，股价：3.664, 减仓29.0,持有现金：64491.52,持有市值：42502.4,总市值：106993.92\n",
      "2020-04-02 15:00, 上涨，股价：3.723, 加仓57.0,持有现金：43268.3,持有市值：64407.9,总市值：107676.2\n",
      "2020-04-03 11:25, 下跌，股价：3.708, 减仓115.0,持有现金：85906.04,持有市值：21506.4,总市值：107412.44\n",
      "2020-04-03 14:55, 下跌，股价：3.699, 加仓115.0,持有现金：43363.28,持有市值：63992.7,总市值：107355.98\n",
      "2020-04-07 09:35, 上涨，股价：3.766, 加仓114.0,持有现金：426.59,持有市值：108084.2,总市值：108510.79\n",
      "2020-04-07 14:55, 上涨，股价：3.78, 减仓115.0,持有现金：43892.24,持有市值：65016.0,总市值：108908.24\n",
      "2020-04-07 15:00, 下跌，股价：3.78, 加仓57.0,持有现金：22344.09,持有市值：86562.0,总市值：108906.09\n",
      "2020-04-08 13:15, 上涨，股价：3.773, 加仓59.0,持有现金：81.16,持有市值：108662.4,总市值：108743.56\n",
      "2020-04-08 14:25, 上涨，股价：3.763, 减仓58.0,持有现金：21904.38,持有市值：86549.0,总市值：108453.38\n",
      "2020-04-08 15:00, 上涨，股价：3.765, 加仓28.0,持有现金：11361.33,持有市值：97137.0,总市值：108498.33\n"
     ]
    }
   ],
   "source": [
    "# 开始回测\n",
    "num = 0\n",
    "now_day = str(df['year'][0])+str(df['month'][0]).zfill(2)+str(df['day'][0]).zfill(2)\n",
    "flag = 0 #0 不操作， 1 买入， 2 卖出\n",
    "sell_today = True\n",
    "buy_today = True\n",
    "kind = 0\n",
    "add_num = 0\n",
    "\n",
    "i=0\n",
    "tmp_day = str(df['year'][i])+str(df['month'][i]).zfill(2)+str(df['day'][i]).zfill(2)\n",
    "idx = date_list.index(tmp_day)\n",
    "prop_space = score_list_index[idx]\n",
    "\n",
    "for i in range(len(df)):\n",
    "    tmp_day = str(df['year'][i])+str(df['month'][i]).zfill(2)+str(df['day'][i]).zfill(2)\n",
    "    \n",
    "    if tmp_day not in daylist:\n",
    "        daylist.append(tmp_day)\n",
    "    \n",
    "    if i>0 and buy_today and (df['ma5'][i] > df['ma30'][i]) and (df['ma5'][i-1] < df['ma30'][i-1]):\n",
    "        # 金叉买入\n",
    "        flag = 1\n",
    "        buy_today = False\n",
    "        add_mount = min(prop_space, 1 - prop_space)\n",
    "        \n",
    "    elif i>0 and sell_today and (df['ma5'][i] < df['ma30'][i]) and (df['ma5'][i-1] > df['ma30'][i-1]):\n",
    "        # 死叉卖出\n",
    "        flag = 2\n",
    "        sell_today = False\n",
    "        add_mount = min(prop_space, 1 - prop_space)\n",
    "    \n",
    "    \n",
    "    # 如果开盘    \n",
    "    if flag == 1 and add_mount>0:\n",
    "        # 加仓，收盘价买入\n",
    "#         add_mount = score_list_stock[i] - space\n",
    "        buy_money = hold_money/(1-space)* (add_mount)\n",
    "        add_num = buy_money // 100 // df['close'][i]\n",
    "#         hold_market_value += add_num * 100 * df['close'][i]\n",
    "        hold_money -= add_num * 100 * df['close'][i] * 1.0001\n",
    "        hold_num += add_num\n",
    "        kind = 1\n",
    "        space += add_mount\n",
    "        flag = 0\n",
    "            \n",
    "    elif flag == 2 and add_mount>0:\n",
    "        # 减仓\n",
    "        if today_sell_space != 0:\n",
    "            \n",
    "#             add_mount = space - score_list_stock[i]\n",
    "            \n",
    "             # 计算可以卖出的手数\n",
    "            sell_mount = round(hold_num / space * (add_mount))\n",
    "            if sell_mount > today_sell_num:\n",
    "                sell_mount = today_sell_num\n",
    "            today_sell_num -= sell_mount\n",
    "            \n",
    "            if add_mount > today_sell_space:\n",
    "                # 大于当日可操作仓位\n",
    "                add_mount = today_sell_space\n",
    "            today_sell_space -= add_mount # 调整当日可操作仓位\n",
    "              \n",
    "            add_num = sell_mount\n",
    "            hold_money += add_num * 100 * df['close'][i] * 0.9999\n",
    "            hold_num -= add_num\n",
    "            kind = 2\n",
    "            space -= add_mount\n",
    "            flag = 0\n",
    "    \n",
    "    if df['hour'][i] == 15:\n",
    "        idx = date_list.index(tmp_day)\n",
    "        prop_space = score_list_index[idx]\n",
    "        if prop_space > space:\n",
    "            add_mount = prop_space - space\n",
    "            buy_money = hold_money/(1-space)* (add_mount)\n",
    "            add_num = buy_money // 100 // df['close'][i]\n",
    "            hold_money -= add_num * 100 * df['close'][i] * 1.0001\n",
    "            hold_num += add_num\n",
    "            kind = 1\n",
    "            space += add_mount\n",
    "            \n",
    "        elif prop_space < space:\n",
    "            add_mount = space - prop_space\n",
    "             # 计算可以卖出的手数\n",
    "            sell_mount = round(hold_num / space * (add_mount))\n",
    "            if sell_mount > today_sell_num:\n",
    "                sell_mount = today_sell_num\n",
    "            today_sell_num -= sell_mount           \n",
    "            if add_mount > today_sell_space:\n",
    "                # 大于当日可操作仓位\n",
    "                add_mount = today_sell_space\n",
    "            today_sell_space -= add_mount # 调整当日可操作仓位\n",
    "            add_num = sell_mount\n",
    "            hold_money += add_num * 100 * df['close'][i] * 0.9999\n",
    "            hold_num -= add_num\n",
    "            kind = 2\n",
    "            space -= add_mount\n",
    "            \n",
    "    hold_market_value = hold_num * 100 * df['close'][i]\n",
    "    if add_num != 0:\n",
    "        print_info(hold_money, hold_market_value, df, i, kind, add_num)\n",
    "        add_num = 0\n",
    "    # 判断是新的一天\n",
    "    if df['hour'][i] == 15:\n",
    "        num+=1\n",
    "        today_sell_space = space # 重新更新可操作的仓位\n",
    "        today_sell_num = hold_num\n",
    "        hold_market_value_list.append(hold_market_value)\n",
    "        hold_money_list.append(hold_money)\n",
    "        all_value_list.append(hold_market_value+hold_money)\n",
    "        sell_today = True\n",
    "        buy_today = True\n",
    "        flag = 0\n",
    "        \n",
    "hold_market_value_list.append(hold_market_value)\n",
    "hold_money_list.append(hold_money)\n",
    "all_value_list.append(hold_market_value+hold_money)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "指数涨幅:0.02， 账户涨幅：0.08\n"
     ]
    }
   ],
   "source": [
    "rate1 = round(df['close'][len(df)-1] / df[df['hour']==15]['close'].iloc[0] - 1,2)\n",
    "rate2 = round(all_value_list[-1] / money_init - 1, 2)\n",
    "\n",
    "print('指数涨幅:'+str(rate1)+'， 账户涨幅：'+str(rate2)) # +', 最大回撤:'+str(max_return)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.figure(figsize=(14, 6))\n",
    "index = list(df[df['hour']==15]['close'] / df[df['hour']==15]['close'].iloc[0])\n",
    "my_account = np.array(all_value_list) / money_init\n",
    "plt.plot(index, label='The index')\n",
    "plt.plot(my_account, label='My account')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 无做T策略"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2019-02-26 15:00, 上涨，股价：3.69, 加仓271.0,持有现金：-9.0,持有市值：99999.0,总市值：99990.0\n",
      "2019-03-08 15:00, 上涨，股价：3.661, 减仓108.0,持有现金：39525.85,持有市值：59674.3,总市值：99200.15\n",
      "2019-03-11 15:00, 下跌，股价：3.71, 加仓79.0,持有现金：10213.92,持有市值：89782.0,总市值：99995.92\n",
      "2019-03-12 15:00, 上涨，股价：3.735, 加仓27.0,持有现金：128.41,持有市值：100471.5,总市值：100599.91\n",
      "2019-03-13 15:00, 上涨，股价：3.713, 减仓134.0,持有现金：49877.63,持有市值：50125.5,总市值：100003.13\n",
      "2019-03-14 15:00, 上涨，股价：3.686, 加仓81.0,持有现金：20018.05,持有市值：79617.6,总市值：99635.65\n",
      "2019-03-15 15:00, 上涨，股价：3.735, 加仓26.0,持有现金：10306.07,持有市值：90387.0,总市值：100693.07\n",
      "2019-03-18 15:00, 上涨，股价：3.85, 加仓26.0,持有现金：295.07,持有市值：103180.0,总市值：103475.07\n",
      "2019-03-20 15:00, 下跌，股价：3.822, 减仓27.0,持有现金：10613.44,持有市值：92110.2,总市值：102723.64\n",
      "2019-03-21 15:00, 上涨，股价：3.824, 加仓27.0,持有现金：287.61,持有市值：102483.2,总市值：102770.81\n",
      "2019-03-22 15:00, 上涨，股价：3.829, 减仓27.0,持有现金：10624.88,持有市值：92278.9,总市值：102903.78\n",
      "2019-03-25 15:00, 上涨，股价：3.734, 减仓54.0,持有现金：30786.46,持有市值：69825.8,总市值：100612.26\n",
      "2019-03-26 15:00, 上涨，股价：3.695, 减仓107.0,持有现金：70319.01,持有市值：29560.0,总市值：99879.01\n",
      "2019-03-27 15:00, 下跌，股价：3.727, 加仓26.0,持有现金：60627.84,持有市值：39506.2,总市值：100134.04\n",
      "2019-03-28 15:00, 下跌，股价：3.717, 减仓27.0,持有现金：70662.73,持有市值：29364.3,总市值：100027.03\n",
      "2019-03-29 15:00, 上涨，股价：3.869, 加仓182.0,持有现金：239.89,持有市值：100980.9,总市值：101220.79\n",
      "2019-04-11 15:00, 上涨，股价：3.996, 减仓26.0,持有现金：10628.45,持有市值：93906.0,总市值：104534.45\n",
      "2019-04-12 15:00, 上涨，股价：3.982, 减仓52.0,持有现金：31332.78,持有市值：72870.6,总市值：104203.38\n",
      "2019-04-16 15:00, 上涨，股价：4.077, 加仓76.0,持有现金：344.48,持有市值：105594.3,总市值：105938.78\n",
      "2019-04-22 15:00, 下跌，股价：4.017, 减仓104.0,持有现金：42117.11,持有市值：62263.5,总市值：104380.61\n",
      "2019-04-23 15:00, 下跌，股价：4.01, 减仓26.0,持有现金：52542.06,持有市值：51729.0,总市值：104271.06\n",
      "2019-04-24 15:00, 下跌，股价：4.016, 加仓26.0,持有现金：42099.42,持有市值：62248.0,总市值：104347.42\n",
      "2019-04-25 15:00, 下跌，股价：3.933, 减仓129.0,持有现金：92830.05,持有市值：10225.8,总市值：103055.85\n",
      "2019-04-26 15:00, 下跌，股价：3.879, 减仓26.0,持有现金：102914.44,持有市值：0.0,总市值：102914.44\n",
      "2019-04-30 15:00, 上涨，股价：3.896, 加仓26.0,持有现金：92783.82,持有市值：10129.6,总市值：102913.42\n",
      "2019-05-06 15:00, 下跌，股价：3.673, 减仓26.0,持有现金：102332.67,持有市值：0.0,总市值：102332.67\n",
      "2019-05-10 15:00, 下跌，股价：3.72, 加仓82.0,持有现金：71825.62,持有市值：30504.0,总市值：102329.62\n",
      "2019-05-13 15:00, 下跌，股价：3.652, 减仓55.0,持有现金：91909.61,持有市值：9860.4,总市值：101770.01\n",
      "2019-05-14 15:00, 下跌，股价：3.634, 减仓27.0,持有现金：101720.43,持有市值：0.0,总市值：101720.43\n",
      "2019-05-15 15:00, 下跌，股价：3.712, 加仓164.0,持有现金：40837.54,持有市值：60876.8,总市值：101714.34\n",
      "2019-05-16 15:00, 下跌，股价：3.73, 减仓82.0,持有现金：71420.48,持有市值：30586.0,总市值：102006.48\n",
      "2019-05-17 15:00, 上涨，股价：3.646, 减仓55.0,持有现金：91471.48,持有市值：9844.2,总市值：101315.68\n",
      "2019-05-20 15:00, 下跌，股价：3.606, 减仓27.0,持有现金：101206.7,持有市值：0.0,总市值：101206.7\n",
      "2019-05-21 15:00, 上涨，股价：3.651, 加仓110.0,持有现金：61041.69,持有市值：40161.0,总市值：101202.69\n",
      "2019-05-22 15:00, 上涨，股价：3.642, 减仓110.0,持有现金：101099.68,持有市值：0.0,总市值：101099.68\n",
      "2019-05-23 15:00, 上涨，股价：3.584, 加仓28.0,持有现金：91063.48,持有市值：10035.2,总市值：101098.68\n",
      "2019-05-27 15:00, 上涨，股价：3.633, 加仓83.0,持有现金：60906.56,持有市值：40326.3,总市值：101232.86\n",
      "2019-05-29 15:00, 下跌，股价：3.652, 加仓55.0,持有现金：40818.55,持有市值：60623.2,总市值：101441.75\n",
      "2019-05-30 15:00, 上涨，股价：3.65, 减仓28.0,持有现金：51037.53,持有市值：50370.0,总市值：101407.53\n",
      "2019-05-31 15:00, 下跌，股价：3.632, 减仓28.0,持有现金：61206.11,持有市值：39952.0,总市值：101158.11\n",
      "2019-06-03 15:00, 上涨，股价：3.64, 减仓55.0,持有现金：81224.11,持有市值：20020.0,总市值：101244.11\n",
      "2019-06-10 15:00, 下跌，股价：3.614, 加仓27.0,持有现金：71465.34,持有市值：29634.8,总市值：101100.14\n",
      "2019-06-11 15:00, 上涨，股价：3.727, 加仓191.0,持有现金：272.52,持有市值：101747.1,总市值：102019.62\n",
      "2019-06-12 15:00, 下跌，股价：3.699, 减仓55.0,持有现金：20614.98,持有市值：80638.2,总市值：101253.18\n",
      "2019-06-14 15:00, 上涨，股价：3.67, 减仓136.0,持有现金：70521.99,持有市值：30094.0,总市值：100615.99\n",
      "2019-06-17 15:00, 上涨，股价：3.673, 加仓82.0,持有现金：40400.38,持有市值：60237.2,总市值：100637.58\n",
      "2019-06-18 15:00, 上涨，股价：3.681, 加仓27.0,持有现金：30460.69,持有市值：70307.1,总市值：100767.79\n",
      "2019-06-19 15:00, 下跌，股价：3.735, 加仓27.0,持有现金：20375.18,持有市值：81423.0,总市值：101798.18\n",
      "2019-06-20 15:00, 上涨，股价：3.843, 加仓52.0,持有现金：389.58,持有市值：103761.0,总市值：104150.58\n",
      "2019-06-26 15:00, 下跌，股价：3.818, 减仓81.0,持有现金：31312.29,持有市值：72160.2,总市值：103472.49\n",
      "2019-06-27 15:00, 上涨，股价：3.86, 加仓53.0,持有现金：10852.24,持有市值：93412.0,总市值：104264.24\n",
      "2019-06-28 15:00, 上涨，股价：3.859, 减仓27.0,持有现金：21270.5,持有市值：82968.5,总市值：104239.0\n",
      "2019-07-01 15:00, 下跌，股价：3.954, 加仓53.0,持有现金：312.2,持有市值：105967.2,总市值：106279.4\n",
      "2019-07-04 15:00, 上涨，股价：3.901, 减仓54.0,持有现金：21375.5,持有市值：83481.4,总市值：104856.9\n",
      "2019-07-05 15:00, 上涨，股价：3.921, 加仓27.0,持有现金：10787.74,持有市值：94496.1,总市值：105283.84\n",
      "2019-07-08 15:00, 下跌，股价：3.831, 减仓214.0,持有现金：92762.94,持有市值：10343.7,总市值：103106.64\n",
      "2019-07-09 15:00, 上涨，股价：3.822, 减仓27.0,持有现金：103081.31,持有市值：0.0,总市值：103081.31\n",
      "2019-07-12 15:00, 下跌，股价：3.855, 加仓80.0,持有现金：72238.22,持有市值：30840.0,总市值：103078.22\n",
      "2019-07-15 15:00, 下跌，股价：3.869, 加仓26.0,持有现金：62177.82,持有市值：41011.4,总市值：103189.22\n",
      "2019-07-17 15:00, 下跌，股价：3.847, 减仓27.0,持有现金：72563.68,持有市值：30391.3,总市值：102954.98\n",
      "2019-07-18 15:00, 下跌，股价：3.822, 减仓26.0,持有现金：82499.89,持有市值：20256.6,总市值：102756.49\n",
      "2019-07-19 15:00, 上涨，股价：3.862, 加仓26.0,持有现金：72457.68,持有市值：30509.8,总市值：102967.48\n",
      "2019-07-22 15:00, 下跌，股价：3.832, 减仓26.0,持有现金：82419.89,持有市值：20309.6,总市值：102729.49\n",
      "2019-07-24 15:00, 下跌，股价：3.872, 加仓79.0,持有现金：51828.03,持有市值：51110.4,总市值：102938.43\n",
      "2019-07-26 15:00, 下跌，股价：3.912, 加仓26.0,持有现金：41655.81,持有市值：61809.6,总市值：103465.41\n",
      "2019-07-30 15:00, 下跌，股价：3.924, 加仓53.0,持有现金：20856.53,持有市值：82796.4,总市值：103652.93\n",
      "2019-07-31 15:00, 上涨，股价：3.896, 减仓106.0,持有现金：62150.0,持有市值：40908.0,总市值：103058.0\n",
      "2019-08-01 15:00, 上涨，股价：3.86, 减仓52.0,持有现金：82219.99,持有市值：20458.0,总市值：102677.99\n",
      "2019-08-07 15:00, 下跌，股价：3.672, 减仓26.0,持有现金：91766.24,持有市值：9914.4,总市值：101680.64\n",
      "2019-08-08 15:00, 上涨，股价：3.726, 加仓27.0,持有现金：81705.03,持有市值：20120.4,总市值：101825.43\n",
      "2019-08-09 15:00, 下跌，股价：3.697, 减仓27.0,持有现金：91685.93,持有市值：9981.9,总市值：101667.83\n",
      "2019-08-12 15:00, 下跌，股价：3.756, 加仓81.0,持有现金：61259.29,持有市值：40564.8,总市值：101824.09\n",
      "2019-08-13 15:00, 上涨，股价：3.724, 减仓27.0,持有现金：71313.09,持有市值：30164.4,总市值：101477.49\n",
      "2019-08-14 15:00, 下跌，股价：3.738, 减仓27.0,持有现金：81404.68,持有市值：20185.2,总市值：101589.88\n",
      "2019-08-15 15:00, 下跌，股价：3.753, 加仓81.0,持有现金：51002.34,持有市值：50665.5,总市值：101667.84\n",
      "2019-08-19 15:00, 上涨，股价：3.859, 加仓132.0,持有现金：58.44,持有市值：103035.3,总市值：103093.74\n",
      "2019-08-21 15:00, 上涨，股价：3.842, 减仓27.0,持有现金：10430.81,持有市值：92208.0,总市值：102638.81\n",
      "2019-08-22 15:00, 上涨，股价：3.85, 加仓27.0,持有现金：34.77,持有市值：102795.0,总市值：102829.77\n",
      "2019-08-23 15:00, 下跌，股价：3.877, 减仓27.0,持有现金：10501.62,持有市值：93048.0,总市值：103549.62\n",
      "2019-08-26 15:00, 上涨，股价：3.834, 减仓27.0,持有现金：20852.38,持有市值：81664.2,总市值：102516.58\n",
      "2019-08-27 15:00, 下跌，股价：3.874, 加仓53.0,持有现金：318.13,持有市值：103048.4,总市值：103366.53\n",
      "2019-08-29 15:00, 上涨，股价：3.851, 减仓53.0,持有现金：20726.39,持有市值：82026.3,总市值：102752.69\n",
      "2019-08-30 15:00, 上涨，股价：3.861, 加仓26.0,持有现金：10686.79,持有市值：92277.9,总市值：102964.69\n",
      "2019-09-02 15:00, 下跌，股价：3.904, 加仓27.0,持有现金：144.93,持有市值：103846.4,总市值：103991.33\n",
      "2019-09-03 15:00, 下跌，股价：3.908, 减仓27.0,持有现金：10695.48,持有市值：93401.2,总市值：104096.68\n",
      "2019-09-04 15:00, 上涨，股价：3.957, 加仓26.0,持有现金：406.25,持有市值：104860.5,总市值：105266.75\n",
      "2019-09-17 15:00, 下跌，股价：3.951, 减仓80.0,持有现金：32011.09,持有市值：73093.5,总市值：105104.59\n",
      "2019-09-18 15:00, 下跌，股价：3.968, 减仓53.0,持有现金：53039.38,持有市值：52377.6,总市值：105416.98\n",
      "2019-09-19 15:00, 上涨，股价：3.987, 加仓26.0,持有现金：42672.15,持有市值：62994.6,总市值：105666.75\n",
      "2019-09-20 15:00, 下跌，股价：3.993, 加仓26.0,持有现金：32289.31,持有市值：73471.2,总市值：105760.51\n",
      "2019-09-24 15:00, 下跌，股价：3.961, 减仓53.0,持有现金：53280.51,持有市值：51889.1,总市值：105169.61\n",
      "2019-09-25 15:00, 下跌，股价：3.934, 减仓26.0,持有现金：63507.89,持有市值：41307.0,总市值：104814.89\n",
      "2019-09-26 15:00, 下跌，股价：3.907, 减仓52.0,持有现金：83822.26,持有市值：20707.1,总市值：104529.36\n",
      "2019-10-08 15:00, 下跌，股价：3.894, 减仓26.0,持有现金：93945.64,持有市值：10513.8,总市值：104459.44\n",
      "2019-10-09 15:00, 上涨，股价：3.905, 加仓53.0,持有现金：73247.07,持有市值：31240.0,总市值：104487.07\n",
      "2019-10-10 15:00, 下跌，股价：3.933, 加仓53.0,持有现金：52400.09,持有市值：52308.9,总市值：104708.99\n",
      "2019-10-11 15:00, 上涨，股价：3.981, 加仓52.0,持有现金：31696.82,持有市值：73648.5,总市值：105345.32\n",
      "2019-10-14 15:00, 下跌，股价：4.01, 加仓78.0,持有现金：415.69,持有市值：105463.0,总市值：105878.69\n",
      "2019-10-15 15:00, 下跌，股价：3.997, 减仓26.0,持有现金：10806.85,持有市值：94728.9,总市值：105535.75\n",
      "2019-10-16 15:00, 下跌，股价：3.983, 减仓26.0,持有现金：21161.62,持有市值：84041.3,总市值：105202.92\n",
      "2019-10-17 15:00, 上涨，股价：3.989, 减仓26.0,持有现金：31531.98,持有市值：73796.5,总市值：105328.48\n",
      "2019-10-18 15:00, 下跌，股价：3.931, 减仓132.0,持有现金：83415.99,持有市值：20834.3,总市值：104250.29\n",
      "2019-10-22 15:00, 上涨，股价：3.955, 加仓26.0,持有现金：73131.96,持有市值：31244.5,总市值：104376.46\n",
      "2019-10-23 15:00, 上涨，股价：3.934, 减仓26.0,持有现金：83359.34,持有市值：20850.2,总市值：104209.54\n",
      "2019-10-25 15:00, 上涨，股价：3.963, 加仓78.0,持有现金：52444.85,持有市值：51915.3,总市值：104360.15\n",
      "2019-10-28 15:00, 上涨，股价：3.986, 加仓78.0,持有现金：21350.94,持有市值：83307.4,总市值：104658.34\n",
      "2019-10-29 15:00, 下跌，股价：3.973, 减仓78.0,持有现金：52337.24,持有市值：52046.3,总市值：104383.54\n",
      "2019-10-30 15:00, 下跌，股价：3.947, 减仓79.0,持有现金：83515.42,持有市值：20524.4,总市值：104039.82\n",
      "2019-11-01 15:00, 上涨，股价：4.026, 加仓129.0,持有现金：31574.83,持有市值：72870.6,总市值：104445.43\n",
      "2019-11-04 15:00, 上涨，股价：4.039, 加仓25.0,持有现金：21476.32,持有市值：83203.4,总市值：104679.72\n",
      "2019-11-05 15:00, 下跌，股价：4.062, 加仓26.0,持有现金：10914.06,持有市值：94238.4,总市值：105152.46\n",
      "2019-11-06 15:00, 上涨，股价：4.045, 减仓26.0,持有现金：21430.01,持有市值：83327.0,总市值：104757.01\n",
      "2019-11-08 15:00, 下跌，股价：4.034, 减仓77.0,持有现金：52488.7,持有市值：52038.6,总市值：104527.3\n",
      "2019-11-11 15:00, 下跌，股价：3.967, 减仓77.0,持有现金：83031.55,持有市值：20628.4,总市值：103659.95\n",
      "2019-11-18 15:00, 上涨，股价：3.971, 加仓25.0,持有现金：73103.06,持有市值：30576.7,总市值：103679.76\n",
      "2019-11-19 15:00, 上涨，股价：4.011, 加仓51.0,持有现金：52644.91,持有市值：51340.8,总市值：103985.71\n",
      "2019-11-20 15:00, 上涨，股价：3.97, 减仓51.0,持有现金：72889.89,持有市值：30569.0,总市值：103458.89\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2019-11-22 15:00, 上涨，股价：3.908, 减仓26.0,持有现金：83049.67,持有市值：19930.8,总市值：102980.47\n",
      "2019-11-25 15:00, 上涨，股价：3.936, 加仓26.0,持有现金：72815.05,持有市值：30307.2,总市值：103122.25\n",
      "2019-11-26 15:00, 下跌，股价：3.942, 加仓52.0,持有现金：52314.6,持有市值：50851.8,总市值：103166.4\n",
      "2019-11-27 15:00, 上涨，股价：3.936, 减仓77.0,持有现金：82618.77,持有市值：20467.2,总市值：103085.97\n",
      "2019-11-28 15:00, 上涨，股价：3.93, 加仓26.0,持有现金：72399.75,持有市值：30654.0,总市值：103053.75\n",
      "2019-11-29 15:00, 下跌，股价：3.887, 减仓26.0,持有现金：82504.93,持有市值：20212.4,总市值：102717.33\n",
      "2019-12-03 15:00, 上涨，股价：3.911, 加仓26.0,持有现金：72335.32,持有市值：30505.8,总市值：102841.12\n",
      "2019-12-04 15:00, 上涨，股价：3.913, 减仓26.0,持有现金：82508.1,持有市值：20347.6,总市值：102855.7\n",
      "2019-12-05 15:00, 下跌，股价：3.942, 加仓78.0,持有现金：51757.43,持有市值：51246.0,总市值：103003.43\n",
      "2019-12-06 15:00, 上涨，股价：3.966, 加仓78.0,持有现金：20819.53,持有市值：82492.8,总市值：103312.33\n",
      "2019-12-11 15:00, 上涨，股价：3.9, 加仓26.0,持有现金：10678.52,持有市值：91260.0,总市值：101938.52\n",
      "2019-12-12 15:00, 下跌，股价：3.889, 减仓78.0,持有现金：41009.68,持有市值：60668.4,总市值：101678.08\n",
      "2019-12-13 15:00, 下跌，股价：3.968, 加仓103.0,持有现金：135.2,持有市值：102771.2,总市值：102906.4\n",
      "2019-12-19 15:00, 下跌，股价：4.02, 减仓26.0,持有现金：10586.15,持有市值：93666.0,总市值：104252.15\n",
      "2019-12-23 15:00, 下跌，股价：3.964, 减仓52.0,持有现金：31196.89,持有市值：71748.4,总市值：102945.29\n",
      "2019-12-26 15:00, 下跌，股价：4.021, 加仓25.0,持有现金：21143.39,持有市值：82832.6,总市值：103975.99\n",
      "2019-12-27 15:00, 下跌，股价：4.017, 加仓52.0,持有现金：252.9,持有市值：103638.6,总市值：103891.5\n",
      "2020-01-15 15:00, 下跌，股价：4.152, 减仓77.0,持有现金：32220.1,持有市值：75151.2,总市值：107371.3\n",
      "2020-01-16 15:00, 上涨，股价：4.146, 减仓52.0,持有现金：53777.14,持有市值：53483.4,总市值：107260.54\n",
      "2020-01-20 15:00, 上涨，股价：4.181, 加仓77.0,持有现金：21580.22,持有市值：86128.6,总市值：107708.82\n",
      "2020-01-21 15:00, 上涨，股价：4.105, 减仓129.0,持有现金：74529.43,持有市值：31608.5,总市值：106137.93\n",
      "2020-01-23 15:00, 上涨，股价：3.996, 减仓77.0,持有现金：105295.55,持有市值：0.0,总市值：105295.55\n",
      "2020-02-04 15:00, 下跌，股价：3.77, 加仓83.0,持有现金：74001.42,持有市值：31291.0,总市值：105292.42\n",
      "2020-02-05 15:00, 下跌，股价：3.807, 减仓28.0,持有现金：84659.96,持有市值：20938.5,总市值：105598.46\n",
      "2020-02-07 15:00, 下跌，股价：3.888, 加仓27.0,持有现金：74161.31,持有市值：31881.6,总市值：106042.91\n",
      "2020-02-11 15:00, 下跌，股价：3.943, 加仓53.0,持有现金：53261.32,持有市值：53230.5,总市值：106491.82\n",
      "2020-02-13 15:00, 下跌，股价：3.95, 减仓27.0,持有现金：63925.25,持有市值：42660.0,总市值：106585.25\n",
      "2020-02-17 15:00, 上涨，股价：4.064, 加仓130.0,持有现金：11087.97,持有市值：96723.2,总市值：107811.17\n",
      "2020-02-19 15:00, 上涨，股价：4.04, 减仓26.0,持有现金：21590.92,持有市值：85648.0,总市值：107238.92\n",
      "2020-02-20 15:00, 上涨，股价：4.131, 加仓52.0,持有现金：107.57,持有市值：109058.4,总市值：109165.97\n",
      "2020-02-24 15:00, 下跌，股价：4.112, 减仓26.0,持有现金：10797.7,持有市值：97865.6,总市值：108663.3\n",
      "2020-02-26 15:00, 下跌，股价：4.07, 减仓26.0,持有现金：21378.64,持有市值：86284.0,总市值：107662.64\n",
      "2020-02-27 15:00, 上涨，股价：4.071, 减仓53.0,持有现金：42952.78,持有市值：64728.9,总市值：107681.68\n",
      "2020-02-28 15:00, 下跌，股价：3.933, 减仓132.0,持有现金：94863.19,持有市值：10619.1,总市值：105482.29\n",
      "2020-03-02 15:00, 上涨，股价：4.076, 加仓103.0,持有现金：52876.19,持有市值：52988.0,总市值：105864.19\n",
      "2020-03-03 15:00, 下跌，股价：4.073, 加仓51.0,持有现金：32101.82,持有市值：73721.3,总市值：105823.12\n",
      "2020-03-05 15:00, 下跌，股价：4.2, 加仓76.0,持有现金：178.63,持有市值：107940.0,总市值：108118.63\n",
      "2020-03-06 15:00, 下跌，股价：4.121, 减仓26.0,持有现金：10892.15,持有市值：95195.1,总市值：106087.25\n",
      "2020-03-09 15:00, 上涨，股价：3.99, 减仓180.0,持有现金：82704.97,持有市值：20349.0,总市值：103053.97\n",
      "2020-03-10 15:00, 上涨，股价：4.078, 加仓152.0,持有现金：20713.17,持有市值：82783.4,总市值：103496.57\n",
      "2020-03-11 15:00, 下跌，股价：4.011, 减仓178.0,持有现金：92101.83,持有市值：10027.5,总市值：102129.33\n",
      "2020-03-12 15:00, 上涨，股价：3.948, 减仓25.0,持有现金：101970.85,持有市值：0.0,总市值：101970.85\n",
      "2020-03-13 15:00, 上涨，股价：3.889, 加仓52.0,持有现金：81746.02,持有市值：20222.8,总市值：101968.82\n",
      "2020-03-16 15:00, 下跌，股价：3.726, 减仓52.0,持有现金：101119.29,持有市值：0.0,总市值：101119.29\n",
      "2020-03-17 15:00, 下跌，股价：3.693, 加仓54.0,持有现金：81175.09,持有市值：19942.2,总市值：101117.29\n",
      "2020-03-18 15:00, 下跌，股价：3.631, 减仓54.0,持有现金：100780.53,持有市值：0.0,总市值：100780.53\n",
      "2020-03-19 15:00, 上涨，股价：3.596, 加仓27.0,持有现金：91070.36,持有市值：9709.2,总市值：100779.56\n",
      "2020-03-20 15:00, 下跌，股价：3.644, 加仓138.0,持有现金：40778.13,持有市值：60126.0,总市值：100904.13\n",
      "2020-03-23 15:00, 上涨，股价：3.526, 减仓165.0,持有现金：98951.31,持有市值：0.0,总市值：98951.31\n",
      "2020-03-24 15:00, 上涨，股价：3.611, 加仓109.0,持有现金：59587.48,持有市值：39359.9,总市值：98947.38\n",
      "2020-03-26 15:00, 下跌，股价：3.683, 减仓27.0,持有现金：69530.58,持有市值：30200.6,总市值：99731.18\n",
      "2020-03-27 15:00, 下跌，股价：3.7, 加仓26.0,持有现金：59909.62,持有市值：39960.0,总市值：99869.62\n",
      "2020-04-01 15:00, 上涨，股价：3.673, 减仓81.0,持有现金：89657.95,持有市值：9917.1,总市值：99575.05\n",
      "2020-04-02 15:00, 上涨，股价：3.723, 加仓133.0,持有现金：40137.1,持有市值：59568.0,总市值：99705.1\n",
      "2020-04-07 15:00, 下跌，股价：3.78, 加仓52.0,持有现金：20479.13,持有市值：80136.0,总市值：100615.13\n",
      "2020-04-08 15:00, 上涨，股价：3.765, 加仓27.0,持有现金：10312.61,持有市值：89983.5,总市值：100296.11\n"
     ]
    }
   ],
   "source": [
    "\n",
    "\n",
    "# 一些参数初始化\n",
    "money_init = 100000\n",
    "hold_money = money_init #当前持有现金\n",
    "hold_market_value = 0 # 当前股票市值\n",
    "hold_market_value_list = [] # 每日持有的股票市值\n",
    "hold_money_list = [] # 每日持有现金\n",
    "all_value_list = [] # 总市值\n",
    "hold_num = 0 # 持仓（手）\n",
    "space = 0 # 目前仓位\n",
    "today_sell_num = 0 # 当日可卖出手数\n",
    "daylist = []\n",
    "\n",
    "\n",
    "# 开始回测\n",
    "num = 0\n",
    "now_day = str(df['year'][0])+str(df['month'][0]).zfill(2)+str(df['day'][0]).zfill(2)\n",
    "flag = 0 #0 不操作， 1 买入， 2 卖出\n",
    "sell_today = True\n",
    "buy_today = True\n",
    "kind = 0\n",
    "add_num = 0\n",
    "\n",
    "i=0\n",
    "tmp_day = str(df['year'][i])+str(df['month'][i]).zfill(2)+str(df['day'][i]).zfill(2)\n",
    "idx = date_list.index(tmp_day)\n",
    "prop_space = score_list_index[idx]\n",
    "\n",
    "for i in range(len(df)):\n",
    "    tmp_day = str(df['year'][i])+str(df['month'][i]).zfill(2)+str(df['day'][i]).zfill(2)\n",
    "    \n",
    "    if tmp_day not in daylist:\n",
    "        daylist.append(tmp_day)\n",
    "    \n",
    "    if df['hour'][i] == 15:\n",
    "        idx = date_list.index(tmp_day)\n",
    "        prop_space = score_list_index[idx]\n",
    "        if prop_space > space:\n",
    "            add_mount = prop_space - space\n",
    "            buy_money = hold_money/(1-space)* (add_mount)\n",
    "            add_num = buy_money // 100 // df['close'][i]\n",
    "            hold_money -= add_num * 100 * df['close'][i] * 1.0001\n",
    "            hold_num += add_num\n",
    "            kind = 1\n",
    "            space += add_mount\n",
    "            \n",
    "        elif prop_space < space:\n",
    "            add_mount = space - prop_space\n",
    "             # 计算可以卖出的手数\n",
    "            sell_mount = round(hold_num / space * (add_mount))\n",
    "            if sell_mount > today_sell_num:\n",
    "                sell_mount = today_sell_num\n",
    "            today_sell_num -= sell_mount           \n",
    "            if add_mount > today_sell_space:\n",
    "                # 大于当日可操作仓位\n",
    "                add_mount = today_sell_space\n",
    "            today_sell_space -= add_mount # 调整当日可操作仓位\n",
    "            add_num = sell_mount\n",
    "            hold_money += add_num * 100 * df['close'][i] * 0.9999\n",
    "            hold_num -= add_num\n",
    "            kind = 2\n",
    "            space -= add_mount\n",
    "            \n",
    "    hold_market_value = hold_num * 100 * df['close'][i]\n",
    "    if add_num != 0:\n",
    "        print_info(hold_money, hold_market_value, df, i, kind, add_num)\n",
    "        add_num = 0\n",
    "    # 判断是新的一天\n",
    "    if df['hour'][i] == 15:\n",
    "        num+=1\n",
    "        today_sell_space = space # 重新更新可操作的仓位\n",
    "        today_sell_num = hold_num\n",
    "        hold_market_value_list.append(hold_market_value)\n",
    "        hold_money_list.append(hold_money)\n",
    "        all_value_list.append(hold_market_value+hold_money)\n",
    "        sell_today = True\n",
    "        buy_today = True\n",
    "        flag = 0\n",
    "        \n",
    "hold_market_value_list.append(hold_market_value)\n",
    "hold_money_list.append(hold_money)\n",
    "all_value_list.append(hold_market_value+hold_money)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "指数涨幅:0.01， 账户涨幅：0.0\n"
     ]
    }
   ],
   "source": [
    "rate1 = round(df['close'][len(df)-1] / df['close'][0] - 1,2)\n",
    "rate2 = round(all_value_list[-1] / money_init - 1, 2)\n",
    "\n",
    "print('指数涨幅:'+str(rate1)+'， 账户涨幅：'+str(rate2)) # +', 最大回撤:'+str(max_return)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.figure(figsize=(14, 6))\n",
    "index = list(df[df['hour']==15]['close'] / df['close'][0])\n",
    "my_account = np.array(all_value_list) / money_init\n",
    "plt.plot(index, label='The index')\n",
    "plt.plot(my_account, label='My account')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
